Variation de la qualité de l’eau de la rivière Pokemouche sur 20 ans
Gaël Dossou
06 septembre 2024
Tous les chunks jusqu’à “merge03” ne sont pas évalués (eval=F) puisque ceux-ci sont désormais inutiles après la création du fichier de données en format RData qui est chargé ci-dessous dans le chunk “charger_Pok2001.2022.RData”.
# setwd("C:/Users/mrdos/OneDrive/Documents/Shippagan_mai_aout_2024/Analyse_R_sum/Github")
# getwd()
# list.files()
# Répertoire pour Gaël
setwd("~/Shippagan_mai_aout_2024/Analyse_R_sum/Ranalyse")
# Répertoire pour Alain
# setwd("/media/alain/ap2To/UMCS_bak/Documents/SUPERVISION/Gael/github_Gael")
# Je préfère y aller par le menu au début d'une session d'analyse:
# Session > Set Working Directory > To Source File Location
getwd()## [1] "C:/Users/mrdos/OneDrive/Documents/Shippagan_mai_aout_2024/Analyse_R_sum/Ranalyse"# list.files()
list.files(all.files=T, pattern="RData")## [1] ".RData" "Pok2001.2022.RData"load("./Pok2001.2022.RData")# Charger les données de longueurs et d'ordre des tributaires
# Nom du fichier original:
ordres=read.csv2("Pokemouche_longueurs_ordres.csv")
dim(ordres) # 12 x 24
ordres$Station=as.factor(ordres$Station)
str(ordres)
# Attention à ajouter des décimales dans Excel pour que les valeurs soient
# considérées comme des valeurs numériques et non des entiers.
describe(ordres)
# Ordre1_m_amont: Longueur totale (m) de tous les cours d’eau d'ordre 1 en amont de la station
# Somme_ordre_1-5: longueur totale (m) de tous les cours d'eau (ordre 1 à 5) en amont de la station
# Dist_amont_station_m: le parcours entre la station et le point en amont le plus reculé
# tel que mesuré par AP avec qGIS.
# Longueur_totale_m_ordre1: longueur totale (m) de tous les cours d'eau d'ordre 1
# dans le sous-bassin versant# summary(ordres$Long)
plot(ordres$Long, ordres$Lat, pch="", xlim=c(2590000, 2623000))
text(ordres$Long, ordres$Lat, ordres$Station)
grid()plot(Pok2001.2022$Long, Pok2001.2022$Lat, pch="", xlim=c(2590000, 2623000))
text(Pok2001.2022$Long, Pok2001.2022$Lat, Pok2001.2022$Station)
grid()
# Y a-t-il une tendance dans la longueur des chemins et la longitude?
pairs(subset(Pok2001.2022, select=c(Long,
Ordre1_m_amont, Ordre2_m_amont, Ordre3_m_amont, Ordre4_m_amont, Ordre5_m_amont,
Somme_ordre_1.5)))
# Y a-t-il une tendance dans la longueur des chemins et la latitude?
pairs(subset(Pok2001.2022, select=c(Lat,
Ordre1_m_amont, Ordre2_m_amont, Ordre3_m_amont, Ordre4_m_amont, Ordre5_m_amont,
Somme_ordre_1.5)))
# Tendance à l'augmentation de la longueur des cours d'eau d'ordre 3
# de l'ouest vers l'est (dans le sens du courant):
plot(Pok2001.2022$Long, Pok2001.2022$Ordre3_m_amont, pch="", xlim=c(2590000, 2623000))
text(Pok2001.2022$Long, Pok2001.2022$Ordre3_m_amont, Pok2001.2022$Station)
# 2024-06-20 à la maison
# Charger le fichier que Manar a produit des caractéristiques des bassins versants
# Nom du fichier original:
# https://liveumoncton-my.sharepoint.com/personal/alain_umoncton_ca/Documents
# /Pokemouche_2021_CGERP_%C3%A9chantillonnage_20_ans/travail%20stage%20excel.xlsx
caract.bv=read.csv2("caract_bv2.csv")
# caract_bv2.csv est la version qui contient les valeurs pour Pok-03
# après que j'eu signalé leurs absences à Manar.
dim(caract.bv)
# 12 rangées x 319 colonnes
# 12 x 321 au 2024-06-24
str(caract.bv)
caract.bv$Station=as.factor(caract.bv$Station)
class(caract.bv$Station)
levels(caract.bv$Station)strwrap(" AP 2024-06-20
Les 'couches' (fichiers géomatiques) disponibles du ministère du N.-B., sur le site geonb.ca
incluent 'Forest' (F, forêt), 'Non Forest' (NF, tout ce qui n'est pas considéré comme de la forêt),
Water (WA, plans d'eau) et Wetland (WL, terres humides). Ces quatre couches de polygones (surfaces)
sont cencés couvrir tout le territoire et devraient être mutuellement exclusives.
Comme nous avons rencontré des problèmes de chevauchement entre les couches F et NF, Émilie
et Kyle nous a proposé de travailler avec les fichiers 'Landbase' qui combinent dans un seul
fichier les quatre couches F, NF, WA, WL. Ce fichier Landbase contient une variable supplémentaire
par rapport aux couches initiales: CAT qui désignent si l'élément (rangée du tableau attributaire)
provient de F, NF, WL ou WA.
")
# Cibler les variables prioritaires et les placer dans un ordre commode:
# names(caract.bv)
caract.bv2=subset(caract.bv,
select=c(Station, sup_km2_sbv, sup_drainee_km2_sbv, longueur_route_km_sbv,
WA_km2_supdrainee_2020, WL_km2_supdrainee_2020, NF_km2_supdrainee_2020, FO_km2_supdrainee_2020,
AGR_km2_supdrainee_2020, IND_km2_supdrainee_2020, INF_km2_supdrainee_2020, SET_km2_supdrainee_2020,
REC_km2_supdrainee_2020, WIL_km2_supdrainee_2020,
C_km2_supdrainee_2020, F_km2_supdrainee_2020, N_km2_supdrainee_2020,
B_km2_supdrainee_2020, NULL_km2_supdrainee_2020,
WA_km2_supdrainee_1990, WL_km2_supdrainee_1990, NF_km2_supdrainee_1990, FO_km2_supdrainee_1990,
AGR_km2_supdrainee_1990, IND_km2_supdrainee_1990, INF_km2_supdrainee_1990, SET_km2_supdrainee_1990,
# REC et WIL manquants en 1990
C_km2_supdrainee_1990, F_km2_supdrainee_1990, N_km2_supdrainee_1990,
B_km2_supdrainee_1990, NULL_km2_supdrainee_1990))
dim(caract.bv2) # 12 x 32
# N'y a-t-il pas REC et WIL en 1990?
plot(subset(caract.bv2, select=c(AGR_km2_supdrainee_2020,AGR_km2_supdrainee_1990)))
grid()
# Les superficies agricoles sont plus grandes en 2020 qu'en 1990...
# La superficie qui draine vers la station en fonction de la superficie totale:
plot(caract.bv2$sup_km2_sbv, caract.bv2$sup_drainee_km2_sbv,pch="", xlim=c(0,120))
text(caract.bv2$sup_km2_sbv, caract.bv2$sup_drainee_km2_sbv, caract.bv2$Station)
caract.bv2$fraction.drainee=caract.bv2$sup_drainee_km2_sbv/caract.bv2$sup_km2_sbv
subset(caract.bv2, select=c(Station, sup_km2_sbv, sup_drainee_km2_sbv,fraction.drainee))
summary(caract.bv2$fraction.drainee)
# Les stations sont localisées généralement au point où environ 66% de la
# superficie du bassin est drainée (donc plutôt en aval, ce qui donne une
# bonne idée de l'influence du bassin)
plot(caract.bv2$sup_km2_sbv, caract.bv2$longueur_route_km_sbv,pch="", xlim=c(0,120))
text(caract.bv2$sup_km2_sbv, caract.bv2$longueur_route_km_sbv, caract.bv2$Station)
subset(caract.bv2, select=c(Station, longueur_route_km_sbv))
plot(caract.bv2$sup_km2_sbv, caract.bv2$WL_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_km2_sbv, caract.bv2$WL_km2_supdrainee_2020, caract.bv2$Station)
# Couche Landbase, CAT=Forest
plot(caract.bv2$sup_km2_sbv, caract.bv2$FO_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_km2_sbv, caract.bv2$FO_km2_supdrainee_2020, caract.bv2$Station)
# Couche Landbase, CAT=Non Forest
plot(caract.bv2$sup_km2_sbv, caract.bv2$NF_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_km2_sbv, caract.bv2$NF_km2_supdrainee_2020, caract.bv2$Station)
# Couche Landbase, CAT=Non-Forest, variable=PLU (Primary Land Use)
# AGR Terre surtout utilisée pour cultiver des produits agricoles
# et des produits non ligneux ainsi que les champs et pâturages
# DND Terre surtout utilisée pour l'entraînement et les exercices de la Défense nationale
# IND Terre surtout utilisée à des fins industrielles, notamment les installations de traitement
# INF Terre surtout utilisée pour le transport, les communications et/ou les services publics
# REC Terre surtout utilisée pour les activités sportives, récréatives, culturelles et/ou de divertissement
# SET Terre surtout utilisée à des fins résidentielles en milieu urbain ou rural
# WIL Terre où il est impossible de cultiver des arbres et qui ne subit pas l'incidence de l'activité humaine
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$AGR_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$AGR_km2_supdrainee_2020, caract.bv2$Station)
# Pour Pok-05, environ 4 km2 d'AGR pour une superficie de 20 km2, soit 1/5 ou 20%.
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$IND_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$IND_km2_supdrainee_2020, caract.bv2$Station)
# Pok-05 se démarque par des superficies plus grande d'industrie par rapport aux autres.
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$INF_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$INF_km2_supdrainee_2020, caract.bv2$Station)
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$SET_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$SET_km2_supdrainee_2020, caract.bv2$Station)
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$REC_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$REC_km2_supdrainee_2020, caract.bv2$Station)
# La variable REC contient beaucoup de zéros.
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$WIL_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$WIL_km2_supdrainee_2020, caract.bv2$Station)
# La variable WIL contient beaucoup de zéros.
# Couche Landbase, CAT=Forest, variable ORIG
# Origine du peuplement (B, C, F, N, W)
# B Burn Brûlis
# C Clear cut (not partial cut) Coupe à blanc (pas une coupe partielle)
# F Field Champ
# N Natural Succession Succession naturelle
# W Windthrow 2015 Chablis
# M Mining 2015 Mine
# G Windthrow 2015 Chablis
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$C_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$C_km2_supdrainee_2020, caract.bv2$Station)
# AP 2024-06-24 Comment expliquer que Pok-03 présente de grandes superficies coupées
# alors que les bassin en amont en ont si peu
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$F_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$F_km2_supdrainee_2020, caract.bv2$Station)
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$N_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$N_km2_supdrainee_2020, caract.bv2$Station)
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$B_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$B_km2_supdrainee_2020, caract.bv2$Station)
plot(caract.bv2$sup_drainee_km2_sbv, caract.bv2$NULL_km2_supdrainee_2020, pch="", xlim=c(0,120))
text(caract.bv2$sup_drainee_km2_sbv, caract.bv2$NULL_km2_supdrainee_2020, caract.bv2$Station)
# Vérifier avec Emily ou Kyle ce que contient NULL# Joindre le tableau des longueurs à celui des caractéristiques territoriales
dim(ordres) # 12 x 24
dim(caract.bv2) # 12 x 33
summary(ordres$Station)
summary(caract.bv2$Station)
bv1=merge(ordres,caract.bv2, by="Station", all=TRUE)
dim(bv1) # 12 x 56
24+33-1# names(bv1)
summary(bv1$sup_km2_sbv)
subset(bv1, select=c(Station, sup_km2_sbv, Longueur_totale_m_sous_bassin))
plot(bv1$sup_km2_sbv, bv1$Longueur_totale_m_sous_bassin, pch="", xlim=c(20,40))
text(bv1$sup_km2_sbv, bv1$Longueur_totale_m_sous_bassin, bv1$Station)
# Pok-07 est plus sec (moins bien irrigué) que les autres bassins
# relativement à la taille du bassin (comme Pok-04).
# TODO Calculer les valeurs de longueurs pour POK3:
# Manar s'en occupe.# Joindre Pok2001.2022 (données de chimie) à bv1 (données de territoire
# comprenant les longueurs, ordres et couvertures)
dim(Pok2001.2022)
# 192 x 86
class(Pok2001.2022$Station)
levels(Pok2001.2022$Station)
summary(Pok2001.2022$Station)
dim(bv1)
# 12 x 56
class(bv1$Station)
levels(bv1$Station)
summary(bv1$Station)
chimie.bv=merge(Pok2001.2022, bv1, by="Station", all=TRUE)
dim(chimie.bv) # 192 x 141
86 + 56 - 1
# Accepter le résultat:
Pok2001.2022 <- chimie.bv
dim(Pok2001.2022) # 192 x 405
# Supprimer les objets devenus inutiles
rm(ordres, caract.bv, caract.bv2, bv1, chimie.bv, test, test2)strwrap("Charger le fichier des données météo de la station Bas-Caraquet
que Manar a préparé.")
meteo=read.csv2("./meteo_Bac-Caraquet.csv")
dim(meteo)
# 16 x 57 le 2024-06-25
str(meteo)
summary(meteo)
meteo$Date<-as.Date(meteo$Date)
class(meteo$Date)
summary(meteo$Date)
# skim(meteo)
# DataExplorer::create_report(meteo)
# skim et DataExplorer ne donnent rien de plus que "summary" ou "str"...barplot(rbind(meteo$precip.tot.2jours,
meteo$precip.tot.7jours,
meteo$precip.tot.14jours,
meteo$precip.tot.21jours),
col=c(1,2,3,4),
beside=T,
names.arg=meteo$Date,
las=3,
ylab="Précipitations totales (mm)",
main="Précipitations cumulées 2, 7, 14 et 21 jours avant l'échantillonnage")
# col = c("darkblue", "red")barplot(rbind(meteo$temp_min_C, meteo$temp_moy_C, meteo$temp_max_C),
col=c(1,2,3),
beside=T,
names.arg=meteo$Date,
las=3,
ylab="Température de l'air (°C)",
main="Températures quotidiennes à Bas-Caraquet, min, moyenne, max")barplot(rbind(meteo$Tmax2jours, meteo$Tmax4jours, meteo$Tmax7jours),
col=c(1,2,3),
beside=T,
names.arg=meteo$Date,
las=3,
ylab="Température de l'air (°C)",
main="Moyennes des températures maximales sur 2, 4 et 7 jours avant l'échantillonnage")
strwrap("Manar a vérifié le 2024-06-26 sur le site d'Environnement Canada et a
constaté que les données de température min max moy sont manquantes pour
cette seule journée du 2022-07-28")# Joindre les données de météo au tableau de chimie et territoire
# subset(Pok2001.2022, is.na(Date),select=c("Date","Station"))
# Il ne devrait pas manquer de dates
summary(Pok2001.2022$Date)
class(Pok2001.2022$Date)
dim(Pok2001.2022)
# 192 x 141
summary(meteo$Date)
class(meteo$Date)
dim(meteo) # 16 x 57
chimie.bv.meteo=merge(Pok2001.2022, meteo, by="Date", all=TRUE)
dim(chimie.bv.meteo)
# 192 x 197
141 + 57 -1
# Accepter le résultat
Pok2001.2022 <- chimie.bv.meteo
dim(Pok2001.2022)
# 192 x 197
# Sauvegarder le tableau dans le format RData
# save(Pok2001.2022, file="Pok2001.2022.RData")
# file.info("Pok2001.2022.RData")
# 28,8 Kostrwrap("2024-06-26 Le tableau complet des données de chimie,
caractéristiques territoriales et météo est enfin assemblé
et prêt à être analysé.")## [1] "2024-06-26 Le tableau complet des données de chimie, caractéristiques"
## [2] "territoriales et météo est enfin assemblé et prêt à être analysé."ggplot(Pok2001.2022,aes(x=temp_moy_C,y=Temp_eau_YSI_degC)) +
geom_point()## Warning: Removed 14 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggplot(Pok2001.2022,aes(x=Temp_eau_YSI_degC,y=Conductivity_microS_cm)) +
geom_point()## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
sub2=subset(Pok2001.2022,!is.na(Temp_eau_YSI_degC),
select=c(Ordre1_m_amont, Ordre2_m_amont,Ordre3_m_amont,
Temp_eau_YSI_degC, Conductivity_microS_cm, pH_units,SS_mg_L))
dim(sub2)## [1] 190 7pairs(sub2)
# Montrer la ressemblance (ou la distance) entre les stations
# en termes de température lors de la première campagne (2001-08-01)
y1=subset(Pok2001.2022,Date=="2001-08-01",
select=c("Station","Temp_eau_YSI_degC", "Conductivity_microS_cm",
"pH_units", "Colour_TCU","Carbon_Total_Organic_mg_L"))
dim(y1)## [1] 12 6class(y1)## [1] "data.frame"str(y1)## 'data.frame': 12 obs. of 6 variables:
## $ Station : Factor w/ 12 levels "Pok-01","Pok-02",..: 1 6 11 2 7 12 3 8 4 9 ...
## $ Temp_eau_YSI_degC : num 11.5 10.2 25.2 14.4 10.8 20.4 13.5 12.8 11.4 14.5 ...
## $ Conductivity_microS_cm : num 171 114 108 118 133 128 115 134 56.6 106 ...
## $ pH_units : num 8.2 7.95 7.86 8.02 7.97 7.96 8.03 8.02 7.59 8.01 ...
## $ Colour_TCU : num 5 10 10 5 20 15 5 5 0 0 ...
## $ Carbon_Total_Organic_mg_L: num 1.6 2.14 2.44 1.4 3 2.51 1.34 1.98 1.02 1.09 ...summary(y1)## Station Temp_eau_YSI_degC Conductivity_microS_cm pH_units
## Pok-01 :1 Min. : 9.00 Min. : 56.6 Min. :7.590
## Pok-02 :1 1st Qu.:11.25 1st Qu.:107.5 1st Qu.:7.883
## Pok-03 :1 Median :13.15 Median :116.5 Median :7.965
## Pok-04 :1 Mean :14.07 Mean :120.0 Mean :7.947
## Pok-05 :1 3rd Qu.:14.65 3rd Qu.:133.2 3rd Qu.:8.020
## Pok-06 :1 Max. :25.20 Max. :171.0 Max. :8.200
## (Other):6
## Colour_TCU Carbon_Total_Organic_mg_L
## Min. : 0.000 Min. :1.020
## 1st Qu.: 5.000 1st Qu.:1.308
## Median : 5.000 Median :1.500
## Mean : 7.083 Mean :1.758
## 3rd Qu.:10.000 3rd Qu.:2.215
## Max. :20.000 Max. :3.000
## summary(y1$Temp_eau_YSI_degC)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 9.00 11.25 13.15 14.07 14.65 25.20# Utiliser png("titre"...) pour exporter un graphique.
# Ne pas oublier d'éteindre le moteur graphique avec dev.off()
# png("slide01_temp_1_axis.png", width=800, height=200, units="px", pointsize=12)
plot(0, xlim = c(0, 30), axes=FALSE, type = "n", xlab = "", ylab = "")
axis(3, at = y1$Temp_eau_YSI_degC, labels = y1$Temp_eau_YSI_degC)
axis(1, at = y1$Temp_eau_YSI_degC, labels = y1$Station, las=3)
# dev.off()
# On peut dire que les station Pok-05 et Pok-04 se ressemblent.
# Au contraire, les stations Pok-05 et Pok-12 ne se ressemblent pas...
# du moins si on ne tient compte que de la température# On considérant une 2e variable (2e dimenstion, 2e axe), on constate
# que Pok-05 et Pok-01 sont aussi différents que Pok-05 et Pok-
summary(y1$Temp_eau_YSI_degC)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 9.00 11.25 13.15 14.07 14.65 25.20# png("slide02_temp_pH.png", width=800, height=800, units="px", pointsize=18)
plot(y1$Temp_eau_YSI_degC, y1$pH_units,pch="", xlim=c(7,28))
text(y1$Temp_eau_YSI_degC, y1$pH_units, y1$Station)
# dev.off()
# On pourrait répéter le processus avec 3 axes...
# Montrer la projection d'un stylo ou tout autre objet
# Montrer qu'il existe une orientation de l'objet qui permet
# de maximiser l'information projetée en deux dimensions. # Couleur et carbone
summary(y1$Carbon_Total_Organic_mg_L)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.020 1.308 1.500 1.758 2.215 3.000# png("slide03_couleur_COT.png", width=660, height=660, units="px", pointsize=18)
plot(y1$Carbon_Total_Organic_mg_L,y1$Colour_TCU, pch="",xlim=c(0.5,3.5))
text(y1$Carbon_Total_Organic_mg_L,y1$Colour_TCU, y1$Station)
# dev.off()
cor(y1$Colour_TCU, y1$Carbon_Total_Organic_mg_L)## [1] 0.9356861cor(y1$Carbon_Total_Organic_mg_L, y1$Colour_TCU)## [1] 0.9356861# On pourrait créer un seul axe qui retiendrait 90% de l'info...
# Retenons que Pok-07 et Pok-12 présentent de fortes valeurs de COT et de couleur
# tandis que Pok-09 et Pok-04 présentent de faibles valeurs.rownames(y1)=y1$Station
y1pca=subset(y1,select=c(Colour_TCU,Carbon_Total_Organic_mg_L))
pca1=prcomp(y1pca, scale=T)
summary(pca1)## Importance of components:
## PC1 PC2
## Standard deviation 1.3913 0.25360
## Proportion of Variance 0.9678 0.03216
## Cumulative Proportion 0.9678 1.00000# png("slide04_pca_couleur_COT.png", width=700, height=700, units="px", pointsize=18)
biplot(pca1)
# dev.off()
# On retrouve le même groupement de stations le long du premier axe
# qui renferme 97% de la variation conjointe.y2pca=subset(y1,select=c("Temp_eau_YSI_degC", "Conductivity_microS_cm",
"pH_units", "Colour_TCU","Carbon_Total_Organic_mg_L"))
pca2=prcomp(y2pca, scale=T)
summary(pca2)## Importance of components:
## PC1 PC2 PC3 PC4 PC5
## Standard deviation 1.5550 1.2235 0.911 0.44970 0.22983
## Proportion of Variance 0.4836 0.2994 0.166 0.04045 0.01056
## Cumulative Proportion 0.4836 0.7830 0.949 0.98944 1.00000# png("slide05_pca_5_params.png", width=800, height=800, units="px", pointsize=18)
biplot(pca2)
# dev.off()
# On pourra distinguer les années, saison ou stations lorsque le jeu de
# données complet sera utilisé, grâce à "autoplot"
autoplot(pca2, label=T, data=y1,
size=3, colour="Station", shape='Station', loadings=T,
loadings.label=T, loadings.label.size=4) +
scale_shape_manual(values=1:nlevels(y1$Station)) +
theme_bw() +
theme(legend.position = "bottom") +
ggtitle("ACP, 5 paramètres 2001-08-01")
strwrap("La précédente ACP suggère que le pH et la conductivité sont liés.
Voyons voir avec un grahpique de dispersion.")## [1] "La précédente ACP suggère que le pH et la conductivité sont liés."
## [2] "Voyons voir avec un grahpique de dispersion."plot(y1$Conductivity_microS_cm, y1$pH_units, pch="")
text(y1$Conductivity_microS_cm, y1$pH_units, y1$Station)
strwrap("Les eaux douces sont plus saturées en CO2 (respiration microbienne, etc.) et donc
plus acides ques les eaux marines où l'activité photosynthétique peut-être plus élevée...
À vérifier ou confirmer.")## [1] "Les eaux douces sont plus saturées en CO2 (respiration microbienne,"
## [2] "etc.) et donc plus acides ques les eaux marines où l'activité"
## [3] "photosynthétique peut-être plus élevée... À vérifier ou confirmer."INTRO
Les eaux des rivières ont de multiples usages pour les humains. Cette ressource naturellement est un facteur très important dans le développement territorial, elle participe au développement économique, social et environnemental. Influencer par différents indicateurs environnementaux ils affectent les propriétés et composition physico-chimique qui détermine la caractéristique et la qualité de cette eau. Généralement, elles sont destinées à servir à plusieurs fins comme diverses activités très importantes dans la vie quotidienne et des activités économiques d’un territoire, en particulier l’irrigation, l’approvisionnement en eau, la pêche et l’agriculture, etc.
Parmi les nombreux facteurs qui influences la qualité des eaux de surface dans leur ensemble deux de ces facteurs sont les vecteurs principaux des impacts liés à la qualité des eaux. On distingue la croissance démographie et l’urbanisation. Ces deux facteurs proviennent de la transformation des terres qui est la résultante de différents secteurs et facteurs liées à l’environnement, au climat et aux activités humaines. Ont à la population (la démographie), l’urbanisation, l’industrialisation, la topographie, le tourisme, les politiques d’aménagement, la construction, la migration, le changement climatique, la distance avec le littoral, etc. Tous sont des facteurs de transformation des terres et surtout des terres côtières. L’augmentation de la population à l’échelle mondiale, les facteurs de développement des zones urbaines, la concentration industrielle et le tourisme sont les éléments qui propulsent la transformation des terres primaires et naturelles. 25% des études nous démontre que les transformations des terres côtières sont à l’origines de la démographie et de l’urbanisation. 37% des études couvres l’impact de ces transformations avec précision dans treize 13 domaines. L’agriculture, l’aquaculture, la température de l’air, le stock de carbone, la sécheresse, l’écosystème, les inondations, les glissements de terrain, la température de la surface terrestre (LST) qui font 8,3% des études. 5% pour la migration et l’occupation, la population, les intrusions de la salinité et la qualité de l’eau font 3,3% des cas d’études. Tandis que 13,3% des cas étudier sont sur la cause de la transformation causé par la dégradation des écosystèmes naturels qui sont aussi à l’origine des inondations et des glissements de terrains. Ces conséquences déséquilibrent la biodiversité et engendrent l’extinctions de diverses espèces. Seulement 4% des études visent les stratégies d’adaptation face aux conséquences de transformation de ces terres {Nguyen, 2024}.
MÉTHODES
Description du site à l’étude:
La rivière Pokemouche est située au nord-est du Nouveau-Brunswick, dans le bassin versant de la péninsule acadienne. Elle s’étend sur une longueur d’environ 41 kilomètres avec une superficie d’environ 20,8 km². L’entourage de la région est constitué d’un mélange de zones urbaines, agricoles et naturelles. La rivière Pokemouche est généralement alimentée par les précipitations, la fonte des neiges et les eaux de ruissèlement, avec des débits saisonniers qui varient de manière très considérable. Elle traverse plusieurs terres par son étendue, notamment des zones boisées, des terres agricoles et des zones urbaines, ce qui peut impacter la qualité de l’eau. Nous avons aussi l’agriculture, l’industrie et l’urbanisation qui sont des activités dans le bassin versant qui peuvent aussi influencer la qualité de l’eau de la rivière.
Le suivi de la qualité de l’eau de la rivière Pokemouche a été
effectué en deux temps, en 2001-2002 et en 2021-2022 soit 20 ans
après à douze stations situées pour la plupart à
l’embouchure des tributaires de la branche principale. Le choix des
stations a été déterminé par l’équipe du Cgerp lors de sa fondation en
2001, et le premier rapport du groupe ne donne pas de détails sur les
raisons qui ont motivé l’emplacement des stations (cgerp_comite_2003?).
Nos données ont été collectées à partir de 12 stations de surveillance
réparties tout au long de la rivière, de l’amont à l’aval suivant le
sens de l’écoulement de la rivières (de l’est à l’ouest), avec des
prélèvements effectués 4 à 5 fois par an pour observer le dessin de la
variation saisonnière (été vs automne) et celle observé en 20 ans plus
tard.
AP 2024-06-19 Parler à Jean-Luc pour en savoir plus sur ce qui a guidé la sélection des stations.
Le bassin dans son ensemble
Un bassin hydrographique, encore appelé bassin versant, est une surface géographique délimitée par des courants et des lignes d’eau, se déversant les unes dans les autres, constituée d’un point plus haut qui est l’amont et d’un point le plus bas qui est l’aval ( référence ). Au Nouveau-Brunswick, le règlement sur la classification des eaux ( référence ) se regroupe en eaux souterraines et eaux de surface. Nous distinguons les cours d’eau comme les rivières et leurs tributaires ; les lacs, les étangs, les réservoirs et les eaux des milieux humides. Nous pouvons y ajouter aussi des eaux estuariennes qui sont des zones stratégiques où une rivière rencontre et dilue l’eau marine, et l’eau dans les terres humides associée à ces estuaires (GNB, Classification des eaux du N-B, 2002).
Le bassin hydrographique de la rivière Pokemouche couvre
environ 504 km2 et peut être divisé en 12
sous-bassins versants. Le bassin hydrographique de la péninsule
acadienne couvre environ 504 kilomètres carrés, avec une superficie de
44,316 hectares. 75% de ces terres sont des terres privées et 25%
représentent l’ensemble des terres de l’État ( _référence__ ). Le bassin
hydrographique de la rivière Pokemouche abrite à peu près 13,000
personnes composées de deux villages, Paquetville et St-Isidore, dans
une zone profondément rurale. Dans le bassin, les populations sont des
pêcheurs, des travailleurs dans les tourbières, des agriculteurs et des
propriétaires de terres boisées (cgerp_comite_2003?).
Description de la disposition des stations
Les stations sont disposées stratégiquement, réparties de
l’amont à l’aval et sur toute l’étendue de la rivière afin de permettre
d’avoir une vision de la variation et de l’évolution de la qualité de
l’eau sur toute sa longueur. Au total, nous disposons de 12 stations, la
plupart étant situées sur les différents ruisseaux qui se déversent dans
le cours d’eau de la rivière Pokemouche.
Nos données Les rivières à l’étude ont été
échantillonnées quatre fois par année en 2001, 2002, 2021, 2022 en
été et en automne, sur ces 12 stations soit le 1er août, le 1er
septembre, le 1er octobre et le 1er novembre. Cet été 2024, nous
allons collecter davantage de données liées à la composition du
territoire, les données géospatiales, quelque données physico-chimique
et poursser les annalyses statistiques.
AP 2024-06-19 Expliqure au lecteur l’ordre dans lequel tu présentes les stations. Toujours suivre le même ordre pour ne pas fatiguer le lecteur.
Station 06 :
La station 06 est alimentée par le ruisseau Morisson, qui est d’ordre trois (03). À cette station, on note un fond sableux ; la berge est érodée et grugée par l’eau du ruisseau. Cela est souvent dû à des facteurs tels que l’écoulement, la variation saisonnière, la composition du sol, etc. La berge de la station 06 est entourée de graminées et d’arbustes. Un peu plus loin sur la berge, on peut voir des groseilles pousser, ainsi que des conifères et des épinettes.Sa largeur est de 4,3m.
La station 06 se trouve aussi dans une zone de culture de bleuetière, où un vaste territoire a été déboisé, une autre pour la culture et une autre en forêt naturelle. Sur la station six (06) avait été installé le barrage de castor et un pont construit sur la station qui sert de passage, mais qui a été détruit ainsi que le barrage. D’un autre côté, le fond là où la largeur du ruisseau se réduit, l’eau a un fond rempli de gravier. On a des dépots de particules dans le fond de notre ruisseau. On a la présence d’érosion sur la station avec une session très travaillés pour l’infrastructure routière. La surface de notre ruisseau est plainnement à lair libre.
Station 04:
La station 04 est la tête de notre rivière et le ruisseau de cette station est d’ordre trois (03). Cette station est située dans une zone de culture de bleuetière. Tout à côté de la station, il y a une route en terre fréquentée pour accéder au site de bleuetière. Sur les berges de la station, il y a la présence de colonies de mousse (sphaigne) avec des peupliers des marais en début de floraison. Sur notre station est installé un ponceau et un îlot. La station est plus profonde que la station 06, un barrage de castor y avait été installé 9 ans en arrière, ce qui a créé de l’érosion sur la station. Le fond de la station est constitué de gravier et d’aulnes à côté. Sur la berge, on trouve des algues et de la boue, ce qui pourrait expliquer la présence d’une source à proximité. La station est humide en raison de la présence de sphaigne. Sur cette station on à des algues dans le fond de l’eau. Sa largeur est de 7m. La surface de notre ruisseau est plainnement à lair libre.
Station 09
La station 09 est une station située au milieu d’une zone d’arbustes un peu naturelle. Elle est drainé par le ruisseau de trout qui est un ruisseau d’ordre trois (03. Juste à côté de la station, il y a une route pour piétons. Le fond de l’eau est sableux avec la berge érodée et on observe des graminées et des arbustes sur la berge. Le fond de l’eau est clair et présente une transparence à la lumière. Sur les berges ont poussé des groseilles. La surface de notre ruisseau est pleinement à l’air libre.
Station 03:
La station 03 est drainée par un ruisseau d’ordre 05. Elle est située sur un territoire naturel modifié. Le territoire a été déboisé des dizaines d’années en arrière, ce que nous devons confirmer avec la carte cartographique. À côté de la station, il y a une route qui y donne accès et est souvent fréquentée par les voitures, les pêcheurs et autres. La berge de notre station est rocheuse avec un fond aussi rocheux (des roches difficilement altérables) et en pente. C’est un milieu pleinement inondable qui est submergé d’aulnes et absence de ponceau. Il y a aussi la présence de tonneaux et l’apport d’eau souterraine. Sur la station, on observe aussi les ligneux qui sont en tas et le débit au niveau de la station est très fort et bien plus profond que les autres stations. La zone de cette station contien des habitat non loins avec des fermes de boeuf
Station 01:
La station 01 est une station d’ordre 04 alimenté par le ruisseau de haute bouche sud. Directement située à côté d’une grande route de bitume. La station est alimentée par un ruisseau d’ordre quatre (04). Elle est située en bordure d’un milieu forestier, où on voit des épinettes, des sapins et des bouleaux. L’eau de la station n’est pas transparente, le fond est vaseux et peu profond. Le fond est aussi sableux avec des roches et des algues. Sur les berges, de petits arbustes et ensuite des roches (facilement dégradables) qui séparent la station de la route. Deux ponceaux de deux mètres de diamètre y sont installés. La surface de l’eau est couverte par le feuillage et est à l’ombre de la lumière sur un côté et la bordure forestière qui se trouve du côté droit de la station. Une deuxième partie de la station est à ciel ouvert. L’entourage est dominé par les aulnes et semble être une plaine humide.
Station 08:
La station 08 est une station drainée par le ruisseau Swell, qui est un ruisseau d’ordre trois (03). La station a été déboisée en 2022 et 2024. Cette station a son ruisseau à ciel ouvert, complètement exposé à la lumière. Elle est située aussi à côté d’une grande route de bitume avec une pente en pic de la route vers la station. Elle se retrouve au centre des arbustes pleins sur un côté et déboisé sur un deuxième côté. On y retrouve des bouleaux, des conifères, etc. Il est observé plusieurs débris ligneux très peu dégradés. Un milieu découvert sans végétation couvrante et présence des aulnes. Présence d’un seul ponceau. Le fond de cette station est très vaseux.
Station 02:
La station 02 est une station située à côté d’un pont pour piétons et cyclistes. Elle est drainée par le ruisseau Suggary et est un ruisseau d’ordre trois (03). La berge de la station est constituée de graminées, de bétulacées et de conifères. À proximité, il y a un chemin de terre qui a été aménagé pour les voitures. Un petit habitat à côté et un peu plus loin la grande route. Sur la station, il y a un ponceau d’environ deux (02) mètres de diamètre, le fond de cette station est sableux et étirant avec des algues dans le fond. Sur le site, on a une grosse averse, sur un côté, on a un versant plus à pic qui se verse directement dans le ruisseau. Autour, un territoire rempli de petits arbres et sur le côté de la pente du ruisseau, des arbres plus fréquents.
Station 05 :
La station 05 est aussi située sur un ruisseau d’ordre 03 et drainée par le ruisseau McConnell. La station se trouve sur le sentier de VTT, un territoire fréquenté à pied ou à vélo. Elle est située à côté d’un pont en métal qui n’influence pas fortement la station. C’est une station complètement à ciel ouvert. Les berges sont entourées de petits arbustes avec moins de sable sur elles à cause du niveau de l’eau qui est plus haut. Sur cette station, on y trouve un pont en bois qui n’influence pas le milieu et l’écoulement de l’eau. On enregistre une dominance des aulnes, des graminées. Cette station est en plaine inondable. Sur la berge, on y trouve des bouleaux et des épinettes. Sur la station, le courant d’eau semble très faible où on rencontre une différence pour déterminer l’amont et l’aval. Présence des algues dans le fond de l’eau.
Station 07:
La station 07 est une station drainée par le ruisseau Waegh, qui est un ruisseau d’ordre trois (03). La station est à ciel ouvert et située à côté d’un pont en bois juste pour piétons. Dans le fond de l’eau, on observe la présence de plantes qui poussent en hiver sur l’eau. On a aussi la présence de grenouilles sur les lieux. La station 07 se trouve sur un territoire fortement aménagé et dont l’eau est canalisée de manière naturelle. L’eau est transparente et laisse passer la lumière. L’écoulement est normal à vue d’œil et sur les sites, on a une installation de ferme de porcs un peu plus loin. La nature présente des arbustes sur un côté de la station, les berges sont bien solides et le fond de l’eau aussi avec des graviers dans le fond de l’eau. La station est loin des routes et un peu sur un endroit très fréquenté par les humains et les pêcheurs.
Station 11:
La station 11 est une station drainée par le ruisseau Maltempec, qui est un ruisseau d’ordre trois (03). Elle est située en plein milieu de la forêt, un peu loin des routes et des infrastructures. Tout autour de la station, on voit des arbustes. Sur les berges, on remarque des débris d’arbres et de bois. L’eau de la station n’est pas profonde, le fond est sableux. Sur le site, il y a des plantes aquatiques, un ancien barrage y était installé, le tributaire de Maltempète se trouve à 100 mètres de la station. La station est à ciel dégagé. Un peu plus loin, on a des résidences, des forêts naturelles très naturelles loin des infrastructures.
Station 10:
La station 10 est une station drainée par le ruisseau Maltempec, qui est d’ordre trois (03). L’étendue de la rivière se trouve à ciel ouvert et est située directement à côté d’une autoroute. À la station, l’eau est peu profonde avec un fond sableux et des débris au fond. Sur les berges de la station, le sol est un bas-fond, très humide et boueux. La présence de plantes des zones très humides y pousse en grande quantité. De l’autre côté de la station, il y a une forêt, et elle présente une configuration d’une plaine du côté de la route. On observe la présence d’arbres qui poussent avec un léger débordement de branches vers la rivière.
Station 12:
La station 12 est une station drainée par le ruisseau Dempsey, qui est d’ordre trois (03). La station est très profonde, plus que toutes les autres stations étudiées. Le fond de l’eau est très vaseux et boueux. Il a tendance à s’affaisser. Elle est directement à côté d’une grande autoroute et un ponceau en béton y a été construit en 1996. Sur les berges, il y a la présence de roches qui ont été placées à cause de l’aménagement du site. La largeur du site a été estimée à environ 15 mètres car la profondeur et la densité de l’eau au fond du ruisseau sont très denses. À la surface de l’eau, on a du mal à déterminer le sens de l’écoulement de la station. L’aval du ruisseau est à ciel ouvert alors que l’amont est rempli d’arbres qui lui font de l’ombre. La végétation sur la station est déboisée. Dans le fond du ruisseau, on trouve des débris.
station 4
la station 04 est une station situé sur un territoire vaste a coté de culture de bleuetière. un territoire vastement déboisé. La station 04 a sont cours d’eau à ciel ouvert avec une eau peu profond. Sur cette station il y à la présence des mousses, présences de gravier (une roche non dégradable) avec une présence des algues avec une berge très boueuse. ce qui la caractérise d’une station humide, absences de roche dégradable ou altérable.
station 08
Comme la station 08 est à exposée avec le ciel, et une route à coté et des matières en dissous dans le fond. Il a aussi un fond vaseux prèsque meme caractéristique que la station 01 mais juste qu’ici la suface ou l’étendure de l’eau est petit avec une petie l’argeur et très peuprofond
Sation 07
Elle présente le meme cas mais jusque en 2001-2002 la conductivité est très peu variable casi négligeable ce qui peut etre la cause de l’absence de route, un territoire très boisé, moin exposé au soleil, reaménagé et sans des particule ou substance dissous dans le fond. Juste une présence de pond pour piéton qui influence très peu la rivière à ce niveau.
Cgerp et les échantillonnages réalisés
Le comité de gestion environnementale de la rivière Pokemouche a effectué les premiers échantillonnages que j’ai à ma disposition. Cette base de données est constituée de 56 paramètres étudiés, tous prélevés quatre à cinq fois chaque automne et été en 2001-2002, qui constitue une première période d’échantillonnages, et en 2021-2022, qui constitue une deuxième période. C’est sur ces données que nous allons nous appuyer pour étudier la variation de la qualité de l’eau sur une période de 20 ans, en regardant les variations inter-annuelles pour chaque période, ainsi que les variations saisonnières. Ces échantillonnages ont été effectués avec la même méthodologie à la surface de l’eau, car la rivière Pokemouche est peu profonde, soit environ un mètre de profondeur. Cela signifie que la qualité de l’eau en profondeur de la rivière sera quasiment la même qu’en surface.
Les analyses ont été faites dans les laboratoires… en suivant la méthode… La limite de détection des paramètres…
Description des paramètres physico-chimiques à l’étude
Parmi les 56 paramètres qui ont fait l’objet d’un suivi, nous allons décrire les plus importants, soit ceux qui influencent le plus la qualité de l’eau de notre rivière et dont j’aimerais étudier la variation. Ces paramètres sont répartis en trois groupes différents, dont les paramètres physico-chimiques comme la température, le pH, la turbidité (NTU), la conductivité, l’oxygène dissous, les nutriments, etc. Les paramètres biologiques, tels que les coliformes fécaux, et les métaux comme le plomb (Pb), le cadmium (Cd), le mercure (Hg), et le zinc (Zn), etc. (Bricha, S., Ounine, K., Oulkheir, S., El Haloui, N., & Attarassi, B. 2007).
La température:
La température de l’eau est mesurée en degrés Celsius (°C) ou en degré Kelvin (K), mais dans notre étude, elle sera en degrés Celsius. Elle varie en fonction des saisons, de la profondeur à laquelle elle est mesurée, ou même de sa proximité des sources de chaleur, comme l’exposition au soleil ou même des activités humaines. La température de l’eau a un impact sur la solubilité des gaz, la croissance des organismes aquatiques, et la chimie de l’eau.
Le pH:
Le pH mesure l’acidité ou l’alcalinité de l’eau. Nous le mesurons sur une échelle de 0 à 14, où 7 est neutre, tout pH inférieur à 7 est acide et supérieur à 7 est basique. Le pH de l’eau peut affecter la disponibilité des nutriments, la toxicité des métaux lourds, la santé des organismes aquatiques, et la disparition de certaines espèces.
La turbidité
La turbidité consiste à mesurer la clarté de l’eau en mesurant la quantité de particules en suspension. Elle est souvent mesurée en unités de turbidité (NTU). Lorsque la turbidité est élevée, cela peut être causé par des sédiments, des particules organiques, ou des polluants, et peut affecter la transmission de la lumière à travers l’eau, la photosynthèse, et la santé des écosystèmes aquatiques.
La conductivité:
La conductivité mesure la capacité de l’eau à conduire le courant électrique, ce qui est influencé par la présence de minéraux dissous, tels que les sels et les métaux (comme les océans). Elle est souvent mesurée en microsiemens par centimètre (µS/cm) ou en millisiemens par centimètre (ms/cm). La conductivité de l’eau peut nous permettre de savoir s’il y a présence de contaminants, et dans certains cas, nous pouvons l’utiliser comme indicateur de la salinité ou de la dureté de l’eau.
L’oxygène dissous
L’oxygène dissous mesure la quantité d’oxygène dissous dans l’eau, nécessaire à la respiration des organismes aquatiques. Nous le mesurons en milligrammes par litre (mg/L) ou en pourcentage de saturation. Le niveau d’oxygène dissous varie en fonction de la température, de l’altitude, de la pression atmosphérique, et de la présence de matière organique ou de polluants dans l’eau.
La couleur
autreschoses
Les nutriments, tels que l’azote (sous forme de nitrate, nitrite, ammonium) et le phosphore (sous forme de phosphate), sont essentiels à la croissance des plantes aquatiques et des algues. Cependant, un excès de nutriments peut entraîner une propagation excessive d’algues, appelée eutrophisation, ce qui peut entraîner une diminution de l’oxygène dissous et des problèmes de qualité de l’eau.
les coliformes
Les coliformes fécaux sont des bactéries qui sont généralement présentes dans les intestins des animaux (y compris les mammifères, dont les humains) et se retrouvent fréquemment dans les matières fécales. Ils sont souvent utilisés comme indicateurs de contamination fécale dans l’eau, car leur présence indique la possible présence de pathogènes d’origine fécale qui peuvent être dangereux pour la santé humaine. Les coliformes fécaux sont généralement exprimés en nombre de colonies formant unités (CFU) par 100 millilitres (ml) d’eau. Une concentration élevée de coliformes fécaux dans l’eau peut indiquer une contamination fécale récente et un risque potentiel de maladies d’origine hydrique. Cependant, il est important de noter que la présence de coliformes fécaux dans l’eau ne signifie pas nécessairement qu’elle est dangereuse pour la consommation, car d’autres facteurs, tels que le type de coliformes présents et la présence de pathogènes spécifiques, doivent être pris en compte.
Les métaux :
Ces éléments que nous allons vous décrire sont des polluants courants dans l’eau qui peuvent avoir des effets néfastes sur la santé humaine et celle des écosystèmes aquatiques. Le Plomb (Pb) : Le plomb est l’un des métaux lourds toxiques qui affectent souvent notre système nerveux, les reins, le sang et le développement du cerveau, surtout chez les enfants. Il provient généralement de la corrosion ou de l’altération des tuyaux en plomb, des conduites d’eau et de diverses activités industrielles.
Le Cadmium (Cd) : Le cadmium est également un métal toxique qui provoque des problèmes rénaux, des troubles osseux et des dommages pulmonaires. Il est souvent associé à des activités industrielles telles que la production de batteries, l’exploitation minière et le traitement des métaux.
Le Mercure (Hg) : Le mercure est l’un des métaux lourds qui a des effets toxiques sur notre système nerveux central, les reins et le système immunitaire, entre autres. Il est souvent associé à la combustion de combustibles fossiles, à la production de chlorure de vinyle et à d’autres activités industrielles.
Le Zinc (Zn) : Le zinc est un oligo-élément essentiel à de nombreux processus biologiques, mais à des concentrations élevées dans l’eau, il devient toxique pour les organismes aquatiques. Le zinc provient de diverses sources, notamment des activités industrielles, de l’agriculture et de l’érosion des sols.
Nous mesurons ces éléments en microgrammes par litre (µg/L) conformément aux réglementations et normes strictes qui limitent les concentrations de ces métaux dans l’eau potable et les eaux de surface pour protéger la santé humaine et l’environnement. En général, tous ces paramètres sont essentiels pour évaluer la qualité de l’eau et comprendre l’état des écosystèmes aquatiques.
RÉSULTATS ET DISCUSSION
AP 2024-06-19 Dans la description des variations, toujours essayer de suivre le même patron: 1) un énoncé ou deux sur la variabilité entre stations et entre périodes (box-plot); 2) un énoncé sur la variabilité saisonnière (graphique des campagnes); 3) un énconé sur les recommandations canadiennes; 4) un énoncé sur les valeurs obervées comparées au recommandations canadiennes.
Température, variabilité spatiale
Variations de la température entre les douze stations à l’étude (présentées de l’ouest vers l’est) pour la période 1 (2001, 2002) et 2 (2021-2022)
Commentaire:
Il n’y a pas de différente systématique de température entre les deux périodes. Certaines stations ont été échantillonnées à des periodes chaudes comme la station 11 (Maltempec) et à des periodes froides comme la station 09 (Trout).
Les températures en 2021-2022 indique une une plus grande variabilité par rapport à celle de la période 2001_2002.
Des moustaches plus longues indiquent une plus grande variabilité dans les données.
Les moustaches son plus grande et présent sur tout les stations en 2001_2002 qu’en 2021_2022 ce qui indique une grande variabilité.
On observe plus de valeurs abérrantes et uniqument sur les stations en 2001_2002. Ce qui indique des anomalies ou une variabilité extrême sur les stations 02, 03, 08, 12, 11 et 07.
Graphique de la variation de la Température sur chacun des station en 2001
Commentaire du graphique 2001:
On observe une baisse de la température de la fin de la saison d’été jusqu’a la fin de l’automne et ce à toutes les stations. Les température ont variés entre 25 et 4 dégré. La plus grande température est observé à la station 11 sur tout la saison d’analyse. À la station 4 la température était la 3eme station la plus basse à la fin de l’été et à la fin de l’automne elle est devenu la température la plus élévé avec la station 11 Contrairement au autre sts, la temp à la st 11 était la plus faible à la fin de l’été et a augmenté durant la saison avant de baisser à la fin de l’automne. La temp sur tous les stations ont baissé de 60%
Graphique de la variation de la Températures sur chacun des stations en 2002
Commentaire du graphique 2002:
En 2002 la temp est compris entre 4 et 15 dégré de la fin de l’été à la fin de l’automne. La station 2 detient la plus grand Temp a la fin de l’été avant de baissé à la fin de l’automne pour laisser place à la plus grand temp à la station 4 qui avait la plus faible temp sur tous les stations à la fin de l’été. La temp sur tous les stations ont baissé de 100%
Graphique de la variation de la Température sur chacun des stations en 2021
Commentaire du graphique 2021:
La temp a baisser sur tout les stations. la station 4 et 2 à la fin de l’été ont la plus faible temp mais c’est les stations 3 et 6 qui était parmis les plus grande temp à la fin de l’été qui on baissé et sont devenir les plus basses temp de tout les station a la fin de l’automne. en 2021 la temp est comprise entre 6 et 16 dégré. La temp sur tous les stations ont baissé de 85%
Graphique de la variation de la Température sur chacun des stations en 2022
Commentaire du graphique:
La temp a baissé sur tous les stations commes dans tout les autres années. la temp a varié entre 4 et 17 dégré. La temp sur tout les stations ont baissé de 80%
Graphique de la variation de la Température sur chacun des stations entre period: 2001_2002
Commentaire du graphique 2001_2002:
La temp a baisser au meme niveau que la temp de l’air d’aout en novembre pour les deux années. À la station 4 les temp etait les plus faible dans les trois premiere prélevement avant la fin de l’automne pour etre la plus grands de tout les autre station a la fin de chaque automne lors des deux années.
Graphique de la variation de la Température sur chacun des stations entre period: 2021_2022
Commentaire du graphique 2021_2022: La temp a baissé aucours des deux saisons. la plus basse temp a été observé en 2022 et la plus haute en 2021. En 2022 la temp a baisé de 11% par rapport a la temp en 2021. En 2021 les temp ont varié entre 17,5 et 6. En 2022 entre 4 et 16.
Les 04 graph en un pour la Température.
Autre manière de voir les variations saisonnières sur quatre années:
traiter la date comme “Campagne no” (voir la création de la variable “Campagne” au début du script).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Commentaire du graphique des quatre années :
La différence de température est systématique sur les deux périodes :
La température a plus baissé le 1er novembre 2001 et 2002 que les températures du 1er novembre 2021 et 2022, et ce sur toutes les stations.
Les stations 11 (Malt) et 12 (Dempsey) ont les températures les plus élevées le 1er août 2001 et les années suivantes, la température n’a plus augmenté jusqu’à ce niveau.
La température en novembre 2001 et 2002 a baissé plus que les températures de novembre 2021 et 2022.
La station 08 (Sewell) présente la température la plus basse dans la période 01 et la station 02 (Suggary) dans la période 02.
Les températures ont baissé en pic lors de la période 01 et de manière légèrement constante dans la période 02.
Les questions auxquelles on peut répondre :
La température qui a baissé en pics lors de la période 01 a-t-elle influencé certains paramètres ? Ont-elles été causées par des facteurs météorologiques, climatiques ou des causes territoriales à prendre en compte ?
Remarque :
La station 12 est à ciel ouvert et sur un côté à un territoire déboisé et de l’autoroute, et plus on a moins d’arbres, moins on a de pluie et plus la température est élevée. Mais ce déboisement a eu lieu en 2023, qu’en est-il du territoire en 2001 ? Mais la station 11 est en plein milieu de la forêt.
Oxygène dissous
variabilité spatiale : Oxygène dissous
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 4.420 8.500 9.585 9.636 10.787 13.130 2Commentaire:
La teneur en oxygène dissous de la period 2001-2002 est généralement plus basse que la teneur en oxygène dissou de la periode 2021-2022.
La norme canadienne des recommandations du CCME (Conseil canadien des ministres de l’Environnement) dit que pour:
L’eau d’une rivière, d’un ruisseau ou d’un cours d’eau en période d’été ou à une à une température normal doivent avoir une teneur en oxygène dissous de 6mg/l pour les petites espèces biologique à un niveau rudimentaire et de 5,5mg/l pour les espèces a un niveau superieur.
L’eau des montagne, situé dans les endroits en haute altitude ou en période de froid (hivernale) doivent avoir une teneur en oxygène dissous de 9,5mg/l pour les petites espèces biologique à un niveau rudimentaire et de 6,5 mg/l pour tout les autres espèces.
Nos valeur varient entre 4,420mg/l et 13,130mg/l d’oxygènes dissous sauffe quelque valeur abérente observé sur les station 09 et 12.
Graphique de la variation de l’oxygène dissous sur chacun des station en 2001
Commentaire du graphique 2001:
Dans l’ensemble, les stations ont vu leur concentration en oxygène diminuer d’environ 1-2 mg/L entre le 1er août 2001 et le 1er novembre 2001. La station 10 (Pollard) a gardé une allure presque constante (peu variable et faible), tandis que la station 02 (Suggary) a connu une baisse continue et linéaire, avec la plus faible teneur en 2001. Quant à la station 05 (M Conell), ayant la teneur la plus élevée, elle a baissé en piqué jusqu’au début de l’automne pour devenir presque constante. La teneur en oxygène dissous à varié entre 7,3mg/l et 12,1mg/l en 2001
Graphique de la variation de l’oxygène dissous sur chacun des stations en 2002
Commentaire du graphique 2002:
En 2002, les variations saisonnière d’oxygène étaient synchrone entre les stations. La stations Suggary étant la plus oxygénée et la station Dempsey la moins oxygénée.
La station 09 a varié avec des baisse et hausse aigu ayant la plus faible teneur le 1er octorbre 2002. La station 06 a varié prèsque a la constance avec le plus haute teneur de meme que la station 06. Les variation saisonnière en 2002 sont comprise entre 4,42mg/L et 11,240mg/L. Ce graphique nous renseigne sur une faible teneur en oxygène en 2002 par rapport à l’an 2001, et avec une plus baisse teneur en 2001.
Graphique de la variation de l’oxygène dissous sur chacun des stations en 2021
Commentaire du graphique 2021:
À tous les station on observe une hausse sur toute les saisons. 20 années après en 2021 la teneur en oxygène dissous est comprise entre 7,94mg/L et 12,14mg/L comme en 2001. À la station 10 (Pollard) on observe une grande baisse d’environs (50%) et une forte teneur à la station 02 (Sugarry) et 09 (Trout) toujours augmentant avec les plus grande teneur.
Graphique de la variation de l’oxygène dissous sur chacun des stations en 2022
Commentaire du graphique:
On remarque d’abord par rapport au autres années que la teneur en oxygène dissous a plus été élevé et est comprise entre 8.28mg/L et 13.13mg/L. La teneur à tous les station ont connu de faible variation prèsque linéaire, contrairement à la station 07 et 10 qui ont connu le plus de baisse (45%)et(50%) à la fin de la saison. La station 02 a la fin de la saison à la plus haute teneur et la station 06 à coté.
Graphique de la variation de l’oxygène dissous sur chacun des stations entre period: 2001_2002
Commentaire:
Graphique de la variation de l’oxygène dissous sur chacun des stations entre period: 2021_2022
Commentaire du graphique 2021_2022:
On remarque que la variation périodique de 2021 à 2022 est comprise entre 7mg/L et plus de 13mg/L. On constat que malgré la variation saisonnière de hausse et de baisse qui se remarque sur les stations entre les deux année a augmenter. Sur cette période on remarque bien l’allure de la station 01 qui à connu de forte baisse et hausse avec la plus faible teneur de la période et la station 02 avec la plis forte teneur durant la période.
Graphique de bas niveau: syntax simple, mais possibilités plus limitées Plutôt que de créer 48 sous-tableaus (12 stations x 4 années), contrôler la fenêtre temporelle avec “xlim” pour chacune des 12 stations…
Les 04 graph en un pour l’oxygène dissous.
Autre manière de voir les variations saisonnières sur quatre années:
Traiter la date comme “Campagne no” (voir la création de la variable “Campagne” au début du script).
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Commentaire du graphique des quatre années :
La teneur en oxygène dissous a considérablement baissé sur toutes les stations en octobre 2002. L’eau est très faiblement oxygénée sur toutes les stations en octobre 2002.
Les plus faibles teneurs en oxygène sont celles enregistrées sur la station 09 (Trout) et 12 (Dempsey).
Lors de la période 01 en 2001, la teneur en oxygène a baissé de manière synchronisée sur toutes les stations durant toutes les saisons. En 2002, lors de la période d’été, l’eau est très oxygénée sur toutes les stations et en automne, l’eau est devenue très faiblement oxygénée sur toutes les stations. Alors qu’en la deuxième période (2021-2022), la teneur en oxygène a augmenté de manière synchrone et continue sur toutes les stations et sur les deux ans.
L’eau de la station 02 (Suggary) est la plus faiblement oxygénée en novembre 2001. En octobre 2002 et durant toute la période deux, elle est l’une des stations les plus oxygénées.
La station 12 (Dempsey) présente l’allure de l’eau la moins oxygénée durant toutes les deux périodes.
Remarque :
La température a aussi baissé en novembre 2001 et 2002, cela a peut-être influencé la teneur en oxygène de cette période.
Question :
Qu’est-ce qui s’est vraiment passé sur toutes les stations en novembre 2002 ? Y a-t-il un facteur qui a causé la désoxygénation durant cette saison et sur ces stations ?
Conductivity_microS_cm
Conductivité variabilité spatiale
Commentaire:
La conductivité est plus élevé sur tout les stations à la période 2001-2002 de plus que la conductivité en 2021-2021, sauf sur la station 10 qui a une conductivité plus élevé en 2021-2022.
La station 4 se démarque par les valeurs de conductivités environ deux fois moins élevées qu’aux autres stations. (partie Résultats).
(interprétation), on peut dire «En effet, la station 4 est la plus reculée d’entres toutes les stations le long de la branche principale; elle est la plus éloignée de l’influence des marées… Il n’est donc pas surprenant qu’elle affiche les plus faibles valeurs de conductivité.
La conductivité présente une plus grande variabilité 20ans plus tard et ce sur les stations 01, 08 et 07.
La turbidité de la station 01, 08, 10 et 07 indiquent plus de variabilité dans les données en 2021-2022 de plus que celle de 20ans en arrière.
La conductivité lors de la période 01 présente des valeurs abbérentes forte sur les station 02 et 07. mais à la période 02 ils indique des valeurs abbérente faible de la conductivité sur les stations 03, 09, 12, 11. ces valeurs nous indique soit une anomalie ou une variabilité extrème sur ces stations a ces périodes.
Graphique de la variation de la Conductivité sur chacun des station en 2001
Commentaire du graphique:
La conductivité n’a pas vraiment varié, ils ont baissé de (9%) à tous les stations soit une variation presque constante. La station 4 a la plus faible conductivité sur tous les prélèvements de l’an 2001. Les plus grandes conductivités sont celle de la station 01 et 10. La station 08 a augmenter de 27% en octobre pour baisser de 36.6% en novembre.
NB: si les autre son presque constant faut donc regarder ce qui se passe à la station 08.
Graphique de la variation de la Conductivité sur chacun des stations en 2002
Commentaire du graphique:
La plus basse conductivité a été enregistré sur la sation 04 sur tout la saison d’échantillonage avec un écart d’environs 75micro Sm_cm. la conductivité à augmenté de septembre à novembre à la station une avec la plus grande conductivité. seul en sep et Oct les plus grande observation on été faites.
Graphique de la variation de la Conductivité sur chacun des stations en 2021
Commentaire du graphique:
La conductivité a baisser à tous les stations. La station 04 à la plus basse conductivité a toutes les saisons en 2021. la conductivité à varié entre 50 micros SCM à 200 micros SCM. La station 01 et 10 ont les plus grandes conductivités, avant que la station 01 ne connaisse une grande baisse (66%).
NB: la plus faible conductivité est en 2021 ainsi que la plus grande et c’est en cette année on observe de grande variation.
Graphique de la variation de la Conductivité sur chacun des stations en 2022
Commentaire du graphique:
La conductivité à légèrement varier, avec les courbes presque constants sauf à la station 01 et 10. sur la station 04 on à la plus faible conductivité. De la fin de l’été jusqu’en octobre la conductivité a augmenter à la station 01pour baisser de 27,3% jusqu’en novembre (NB: la plus grande variation par rapport au autre station)
Graphique de la variation de la Conductivité sur chacun des stations entre period: 2001_2002
Commentaire:
La conductivité de la station 4 demeure plus la plus basse. La conductivité de la station 01 a varié en baissé en 2001 pour augmenter en 2002 avec la plus grande conductivité sur toutes les stations des deux années de la période. La conductivité durant toute la période a augmenté avec de petite variation en 2001 et une augmentation continue en 2002. À la fin de l’été 2001 jusqu’en octobre et de la fin de l’été 2002 jusqu’en septembre la conductivité augmente à la station 08 pour baisser d’octorbre en novembre 2001 et de septembre en novembre 2002. (NB: voir ce qui influence la variation à cette saison .)
Graphique de la variation de la Conductivité sur chacun des stations entre period: 2021_2022
Commentaire:
La conductivité de la station 4 a la plus basse conductivité de la période. En générale la conductivité a plus baissé en 2021 qu’en 2022. À la fin de l’été en 2021 les conductivités sont plus haut que les conductivités à la fin de l’automne et on observe aussi une augmentation de la conductivité durant les deux saisons. Ce qui n’est pas le cas en 2022 ou la variation a augmenté à tous les stations mais casi constant sauf à la station 01 avec un grand baisse(27,3%).
Les 04 graph en un pour la COnductivité
Autre manière de voir les variations saisonnières sur quatre années:
traiter la date comme “Campagne no” (voir la création de la variable
“Campagne” au début du script).
Commentaire du graphique des quatre années :
La conductivité a baissé à toutes les stations en septembre et en octobre 2021.
L’eau à la station 04 (La tête des stations) durant toutes les deux périodes a la plus faible conductivité.
Il y a aussi la station 11 qui présente aussi une faible conductivité par rapport aux autres stations.
Les stations 01 (Br sud amont) et 10 (Pollard) ont enregistré les plus fortes conductivités lors des périodes 01 et 02.
Question :
Qu’est-ce qui s’est passé pour que la conductivité baisse sur toutes les stations en septembre et octobre 2021 ?
Remarque :
La station 04, étant la tête du ruisseau et aussi une rivière d’ordre 3, est susceptible de ne pas trop être drainée par de grands ruisseaux et aussi moins influencée par plusieurs facteurs environnementaux et territoriaux surtout car elle se retrouve en tête du ruisseau. Elle n’a pas été influencée par les facteurs territoriaux lors de l’écoulement sur le bassin.
La station 01 (Br sud amont) est un ruisseau d’ordre 4, ce qui peut influencer la conductivité de l’eau à cette station. L’eau de cette station est aussi trouble avec des matières organiques déposées dans le fond de l’eau et d’un fond très vaseux. Elle est aussi sans doute influencée par l’autoroute à côté et les roches facilement dégradables qui sont sur les berges.
pH !!!!!!!!!!!!!!!!! À CORRIGER !!!!!!!!!!!!!!!!!!!
pH variabilité spatiale
Commentaire:
Le pH sur les deux périodes n’ont pas beaucoup varié et cela prèsque sur tous les stations.
Le pH de la stations 08 indique une plus grande variabilité sur la période 2021-2022 par rapport au pH en 2001-2002.
le pH de la periode 01 présente une plus grand variabilité de données par rapport à la période 02.
Le pH présentes beaucoup de valeur abérante uniquement sur la periode de 2001-2002, ce qui indique des anomalies ou une variabilité extreme sur les stations 02 03 08 12 11 et 07.
Graphique de la variation du pH sur chacun des station en 2001:
Commentaire du graphique:
Le pH a baissé a toutes les stations de la fin de l’été à la fin de l’automne. À la fin de l’automne le pH de la station 02 est la plus élevé de tout les station pour baisser à la plus basse pH. En 2001 le pH est compris entre 7.4 et 8.2. le plus grand pH est observé à la station 01 à la fin de l’été de aout à septembre. Le plus bas pH est celle de la station.
Graphique de la variation du pH sur chacun des stations en 2002
Commentaire du graphique:
Le pH n’a pas varié il est prèsque constant sur tout les station sauf à la station 01, 05. Le plus bas pH est observé à la station 04 sur tooute les saisons. La station 01 à le pH le plus élevé et à augmenté de fin aout en septembre pour baisser de septembre jusqu’en novembre. Le pH de la station a eu le meme allure que le pH de la station 01
Graphique de la variation du pH sur chacun des stations en 2021
Commentaire du graphique:
Le pH le plus bas est observe sur la station 04. le pH le plus élevé est à la station 08. Le plus haut pH est observe sur les stations 08, 06, 07, le premier septembre.
Graphique de la variation du pH sur chacun des stations en 2022
Commentaire du graphique:
Le pH a augmenté à tous les stations le premier septembre sauf à la station 04 qui à le plus bas pH. La station 01 à le pH le plus élevé. LepH à varié entre 7 et 8. De la fin de l’été au début de l’automne (01 septembre) le pH a augmenté à tous les stations et graduellement baisser ainsi de suite à tout les stations. Sauf à la station 04 le pH a baissé graduelement Durant les deux saisons.
Graphique de la variation du pH sur chacun des stations entre period: 2001_2002
Commentaire:
Le pH en 2001 à baissé avec une allure décroissante. En 2002 le pH a augmenté à la fin de l’été pour ensuite baisser jusqu’a la fin de l’automne. En 2002 certaine station ont augmenté de pH. La plus haut pH est obtenu en 2001 et le plus bas en 2002.
Graphique de la variation du pH sur chacun des stations entre period: 2021_2022
Commentaire:
Le pH en 2021 aaugment a la fin de l’été pour en suite baissé et augmenté à la fin de l’automne sauf le cas de la station 08 qui baisse de la fin de l’été jusqu’en octobre pour augmenté à la fin de l’automne. En 2022 l’éffet est contraire qu’en 2021, le pH augment de la fin de l’été jusqu’au 1er septembre pour baisséjusqu’à la fin de l’automne sauf à la station 04 ou deja depuis la fin de l’été le pH baisse jusqu’a la fin de l’automne.
Les 04 graph en un pour la COnductivité
Autre manière de voir les variations saisonnières sur quatre années:
traiter la date comme “Campagne no” (voir la création de la variable “Campagne” au début du script).
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
COmmentaire du graph des quatre années:
Turbidité
Turbidité variabilité spatiale
## [1] 192 197## [1] 190 197
J’ai exclu deux valeur de la station 01 en 2001_2002 par la fonction subset(deux valeur plus grand que 20 NTU): sub1tub=subset(Pok2001.2022, Turbidity_NTU<20) dim(sub1tub)
Commentaire:
Une médiane plus élevée indique une valeur de turbidité plus élevée.
La turbidité indique une plus grande variabilité en 2001-2002 sur les stations 02, 01, 08, 12, 11 et 05 par rapport à la turbidité 20ans après. (la tubidité à baissé 20ans après à ces station).
La turbidité en 2021-2022 a une plus grande variabilité sur les stations 04, 06, 09, 10, et 07 par rapport à la turbidité 20en arrière.
La plus grande variabilité s’est observé sur les stations 08 et 01.
La turbidité présente très moins de variabilité des données sur la majorité des stations en 2001-2002 et 20ans après
Les moustaches au niveau de la station 08,02 et 12 en 2001-2002 et à la station 02 en 2021-2022 ce qui nous indique une grande variabilité dans les données.
La turbidité présente plus de valeurs abbérente dans les deux périodes ce qui indique la présences d’anomalies ou une variabilité extrême dans la periode une sur les stations 01, 03, 09, 11 et 05. De même que sur les stations 02, 03, 08, 12, 11 et 05 sur la periode deux.
Par rapport aux recommndations des normes cannadiennes en période d’écoulement limpide, l’augmentation induite de turbidité par rapport à la valeur de fond ne doit pas dépasser 8 NTU.
Dans le cas de notre rivière presque à tout les stations on est comprise entre cette valeur alors qu’au stat09 en 2001-2002 une valeur abbérente se retrouve au dela de cette valeur. Sur cette meme periode quelque station seraproche des 8 NTU.
Graphique de la variation de la Turbidité sur chacun des station en 2001
Commentaire du graphique:
La station 01 à la turbidité la plus élevé. En plus de la fin de l’été au premier septembre la turbidité était constante et compris entre 5 et 10 NTU. À l’automne du 1er septembre au 1er octobre la turbidité de l’eau a fortement augmenté (90%) et ensuite baissé aussi de 90% à la fin de l’automne. Au niveau de toutes les autres stations la turbidité à varié entre 0 et 10 NTU. La turbidité la plus élevé est de 44NTU.
Graphique de la variation de la turbidité sur chacun des stations en 2002
Commentaire du graphique:
Les pH qui ont le plus varié sont ceux de la station 08 et 12. la station 08 à baissé de la fin de l’été jusqu’en Septembre pour augmenter d’environs 65,7% de septembre en fin novembre. la station 12 fais l’inverse elle augmente de la fin d’été jusqu’en septembre pour aqytteindre le plus haut pH avans de baissé de 21,4% jusqu’à la fin de l’automne. (lors de la saison d’été à l’automne on observe une variation remarquable 2002). on observe une petite tendance de variation à la station 05 par raport aux autre stations.
Graphique de la variation de la Turbidité sur chacun des stations en 2021
Commentaire du graphique:
Le pH des stations 01, 08 et 05 sont ceux qui ont les plus varié avec le plus pH. Le premier septembre presque toutes les station on un pH élevé sauf le 02, 11, 3. Le pH de la station 01 à augmenté de la fin de l’été jusqu’en 1er septembre avec la plus grande valeur du pH pour fortement baissé de 62,5% jusqu’en fin novembre. Sur la station 08 on observe une baisse j’usqu’au premier septembre pour en suite augmenté avant de baissé jusqu’à la fin de l’été. La station 02 et 11 ont le plus bas pH.
Graphique de la variation de la Turbidité sur chacun des stations en 2022
Commentaire du graphique:
Tout les pH ont augmenté sur tout les stations durant les saisons sauf à la station 04. Le pH au niveau des autre stations sont uniforme et assandant.les stations 01 et 08 ont connus une augmentation continuel ayant les plus grands pH, surtout la station 8 à observé. La saison de la fin d’été au début de l’automne (1er sept) sur tout les station le pH a augmenté sauf à la station 03. Lors de la saison d’automne (octobre en fin novembre) à tout les station le pH à augmenté sauf à la station 04.
Graphique de la variation de la Turbidité sur chacun des stations entre period: 2001_2002
Commentaire:
Le pH a plus varié en 2001 lors de la première période qu’à l’an 2002. le pH de la station 01 à extrainement augmenté le premier octobre 2001. le pH à varié entre 0 et 45 en 2001 et entre 0 et 10 en 2002 soit une différence de 35 log.les pH en 2001 ont augmenté et baissé durant les deux saison à la station 08, 09 et 11 contrairement en 2002 ou seul les station 08 et 12 qui ont varié. la station 8 à aussi augmenté avant de baissé et la station 11 baissé avants d’augmenté.
Graphique de la variation de la Turbidité sur chacun des stations entre period: 2021_2022
Commentaire:
le pH le plus élevé est celle de la station 01 en 2021 et la station 08 en 2022. Sur la deuxieme periode ce sont les meme station qui on leurs turbidités plus élevé. La turbidité de l’eau est très minimes à cause de la vriation de 0 à 6 NTU.
Les 04 graph en un pour la COnductivité
Autre manière de voir les variations saisonnières sur quatre années:
Supprimer points, méthode 1
Supprimer points déviants en créant un subset
Supprimer points déviants, méthode 2
Supprimer points déviants en modifiant l’axe des Y
Commentaire du graphique des quatre années :
La turbidité de l’eau à la station 01 (Br sud amont) est très élevée, de 70% par rapport à la turbidité enregistrée durant toute la période 01 et 02 et ce sur toute les stations.
La turbidité a augmenté sur toutes les stations en octobre 2001.
La station 08 présente une turbidité plus élevée durant les deux périodes que les autres stations.
La station 04 a la plus faible turbidité lors de la période 01 et la station 02 lors de la période 02.
Remarque :
La turbidité est élevée à toutes les stations en octobre 2001, mais sur la station 01, pourquoi cette hausse en pic ? Je sais que l’eau de la station est trouble en 2024 et qu’elle est près de l’autoroute et avec des roches altérables sur le bord. Alors qu’est-ce qui s’est passé en 2001 sur cette station et surtout sur toutes les stations, même si elles sont peut-être négligeables par rapport à celle de la station 01. Et le fait que toutes les stations ont subi une tendance à cette période me permet de dire que cela n’est pas dû à des erreurs de mesure.
Couleur
Couleur variabilité spatiale
J’ai voulu exclu une valeur celle de la station 01 qui est plus éloigné en prennant moi de 190 mais je remarque que trois valeurs ont été exclu doc je peux dis que cette sendance est correcte. et ca n’a rien changer à l’allure de la des graphiques.
dim(Pok2001.2022) sub1cou=subset(Pok2001.2022, Colour_TCU<190) dim(sub1cou)
Commentaire:
La teneur de la couleur de l’eau augmente sur les stations graduellement de la station 04 jusqu’à la station 05.
Les couleurs n’ont pas vraiment augmenté sur tout les autres stations en 2001-2002 et 20ans après mais uniquement sur les stations 07 et 05.
La couleur au niveau des stations 05 et 07 sont très élevé 20ans après les couleurs obtenu en 2001-2002. A ces memes stations les données indique une très grande variabilité de la couleur.
La couleurs de l’eau a la station 08 indique une grande variabilité en 2001-2002 de plus qu’en 2021-2022.
On observe plus de valeur abbérentes sur les stations 04, 02, 01, 10 et 07 en 2001-2002 et aussi plus de valeur abbérentes sur les stations 04, 06, 03, 12, 10 et 11 en 2021-2022.
La plus grande valeur abbérentes est observé sur la station 01 en 2001-2002.
la teneur de la couleur varie entre 0 et 200 NTU.
Par rapport au recommandation des normes canadienne pour la qualité des eaux la couleur d’une eau naturelle est situé en dessous de 5mg/l pour les eaux très limpide et 1200 mg/l pour les eaux sombres et tourbeusess.
Dans le cas de notre rivière on peux qualifié la nature de cette eau de propre car elle présente une teneur sombre de 16,66% sur les stations 07 et 05 en 2021-2022 et une teneur de 6,25% sombre en 2001-2002.
Par rapport au autre station ont peut les qualifiés d’eau limpide
L’Eau en 2001-2002 est plus limpide qu’en 2021-2022.
Graphique de la variation de la Couleur sur chacun des stations en 2001
Commentaire du graphique:
La couleur de l’eau est plus élevé à la station 01 et cela le premier octobre. les stations 05, 07 et 08 à la fin de l’automne en novembre on les teuneurs plus élevé. le reste des station.La couleur sur cette station varie entre 0 et 200, ou 09 stations varient entre 0 et 30 TCU.
Graphique de la variation de la Couleur sur chacun des stations en 2002
Commentaire du graphique:
la station 02 à la plus faible teneur en couleur et tout les autres stations varient entre 0 et 30 TCU. Les station dont la teneur de la ccouleur à grandement varié sont les stations 12, 05, et 07. ces trois stations ont une teneur qui varient entre 20 et 80. la plus grande teneur est celle de la station 05, qui varie entre 80 et 75 TCU avec une grande baisse en septembre pour remonter en pique.
Graphique de la variation de la Couleur sur chacun des stations en 2021
Commentaire du graphique:
Les plus grandes teneur en couleur sont les station 05 et 07 qui varient entre 0 et 180 TCU. La station 02 à la plus faible teneur en courleur. Les station 05 et 07 ont augmenté en pique en septembre jusqu’en octobre pour legerement baissé.
Graphique de la variation de la Couleur sur chacun des stations en 2022
Commentaire du graphique:
Toujour la couleur lada station 05 et 07 ont les plus grande teneur en couleur. Elle ont aussi augmenté de septembre jusqu’en novembre. la station 08 aussi à legement augmenté d’aout jusqu’en novembre. la teneur a varié entre 0 et 150 TCU. la station 02 a toujour la plus faible teneur en couleur.
Graphique de la variation de la Couleur sur chacun des stations entre period: 2001_2002
Commentaire:
La teneur en couleur la plus grande est celle de la station 01 en octobre 2001. durans la periodes 01 ce sont les stations 05,07 et 08 qui ont grandement varié. ces trois station on plus augmenté en 2001 qu’en 2002. en 2002 ils ont aussi augmenté mais moins qu’en 2002.
Graphique de la variation de la Couleur sur chacun des stations entre period: 2021_2022
Commentaire:
Durant toutes la periodes 02 les stations 05 et 07 sont les plus élevé que tout les autre station et cela de septembre en octobre pour juste légerement baissé en novembre. En 2022 elles sont les plus qui ont augmenter mais moins qu’en 2021. la station 08 à augmenter continuellement de 2021 en 2022 mais un peu moin que les stations 05 et 07. (un phénomène en est surement la cause entre septembre et novembre de ces années à voir …)
Les 04 graph en un pour la COnductivité
Autre manière de voir les variations saisonnières sur quatre années:
traiter la date comme “Campagne no” (voir la création de la variable
“Campagne” au début du script).
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Commentaire du graphique des quatre années :
La couleur de l’eau est très élevée à la station 01 (Br sud amont) seulement en octobre 2001 et enregistre la couleur la plus élevée.
Les stations 05 (McConnell) et 07 (Waugh) ont aussi très fortement augmenté en novembre 2001, 2002. 20 ans après, elles ont encore plus augmenté, plus qu’en la période 01, et ce en octobre 2021 et en octobre et novembre 2022.
La couleur la plus faible est celle de la station 02 (Suggary).
Ce paramètre est marqué par des pics spécifique.
Question :
Qu’est-ce qui s’est passé sur les stations 05 et 07 en novembre 2001 et 2002 ? Encore plus, 20 ans plus tard en octobre 2021 et 2022 ? Qu’est-ce qui s’est passé en octobre 2001 sur la station 01 ?
Quel facteur affecte la couleur de l’eau sur ces stations en ces périodes ? Est-ce des territoires déboisés ?
Remarque :
La station 07 est une station aménagée, non loin d’une ferme de porc, cela peut agir sur la couleur de l’eau. La station 05, elle, est un peu au milieu d’un territoire déboisé non loin de l’autoroute et sur les berges on observe des débris et une pente du territoire converge l’eau vers cette station. La berge est remplie de petites plantes, mais à quoi cela est dû reste à savoir.
Carbone organique dissous
Carbone organique dissous variabilité spatiale
Commentaire:
La teneur en carbone organique dissous est faible en 2001-2002 qu’en 2021-2022.
La teneur en carbone organique dissous est plus élevé sur les stations 01, 08, 07 et 05 en 2021-2022 de plus que 20ans en arrière.
La teneur en COD indique une plus grande variabilité aux stations 01 et 08 en 2001-2002 de plus que 20ans plus tard.
alors ue sur les stations 11, 07 et 05 ils indique une plus grande variabilité en 2021-2022 que 20ans en arrière.
Des moustaches plus longues indiquent une plus grande variabilité dans les données.
Les moustaches m’indiquent une plus grande variabilité des données sur les stations 07, 05 dans les deux periodes et plus en 2001-2002 sur la station 08 et aussi plus sur la stations 12 et 11 en 2021-2021
Les valeurs abbérentes s’observe plus en 2001-2002 sur les stations 04, 02, 10 et 07 ce qui indique des anomaliess ou une variabilité extrême sur ces station à cette période.
Commentaire du graphique:
La teneur en CTO a continuellement augmenté de aout à novembre à a station 08. Les plus grande teneur ont été enregistré d’octobre en Novembre. La station 04 à la plus faible teneur en CTO sauf en octobre. la plus forte teneur est la station 07.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2002
Commentaire du graphique:
La teneur en CTO à varié entre 0 et 12 mg/l et la plus forte teneur est enrégistré sur les stations 05, 07 et 08. Ces trois station on baisé de teneur d’aout en septembre et fortement augmenté (75%) de septembre jusqu’en novembre. Ces trois station sont à garder à l’oeil (meme chose pour la couleur). La station 02 et 04 a la plus faible teneur (lui aussi à garder à l’oeil meme chose avec la couleur). la plus forte teneur est la station 07.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2021
Commentaire du graphique:
Comme au précedant la station 04 et 02 on les plus basse teneur en CTO. Et les plus élevé les stations 05 et 07. De Septembre en octobre ils ont augmenté en pique pour en suite légement baissé en novembre. La teneur en CTO varie ici entre 0 et 18 mg/l. la plus forte teneur est la station 07.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2022
Commentaire du graphique:
La plus faibe teneur est celle de la station 02. les stations 05,07 et 08 ont les plus grande teneur en CTO et ont continuelement augmenté D’aout en novembre. la plus forte teneur est la station 07.
Graphique de la variation du Carbon Total Organic sur chacun des stations entre period: 2001_2002
Commentaire:
EN periode 01 la teneur en CTO à augmenté plus en 2001 qu’en 2002. En 2001 la teneur à augmenté d’octobre en novembre. et en 2002 la teneur à augmenté de septembre en novembre. cela s’observe sur les stations 07, 05 et 08.
Graphique de la variation du Carbon Total Organic sur chacun des stations entre period: 2021_2022
Commentaire:
Les plus grande teneur ont été observé sur les stations 07 et 05. en 2021 la teneur était plus élevé à la station 07 qu’en 2022. à la station 05 la teneur était plus élevé en 2022 qu’en 2021.Sur les deux station en 2021 la teneur est monté en pique de septembre en octobre pour légèrement baissé en novembre, mais en 2022 la teneur à augmenté d’aout en novembre.
Les 04 graph en un pour la COnductivité
ggarrange(CTOg2001, CTOg2002, CTOg2021, CTOg2022, ncol=2, nrow=2)Autre manière de voir les variations saisonnières sur quatre années:
traiter la date comme “Campagne no” (voir la création de la variable
“Campagne” au début du script).
Commentaire du graphique des quatre années :
Conformément à la couleur de l’eau sur les stations 05 (McConnell), 07 (Waugh) et 08 (Sewell) en novembre 2001 et 2002, et octobre 2021 et novembre 2022, la concentration en carbone organique totale a aussi augmenté à ces périodes, et ce en pic.
Toutes les autres stations ont aussi augmenté à ces mêmes moments des périodes.
La station 02 (Suggary) a la plus faible teneur en COT (carbone organique totale) durant les deux périodes, et ce surtout lors de la deuxième période.
Ce paramètre est marqué par des pics.
Remarque :
Toutes les stations présentent une même tendance d’augmentation à ces dates, cela peut donc être dû à un phénomène territorial mais plus aux facteurs météorologiques ou climatiques à cause de la répétition de la même tendance sur toutes les stations.
Contribution du carbone à la couleur
Couleur en fonction de la concentration de carbone organique pour les 12 stations et 16 dates d’échantillonnage
E_coli
E_coli variabilité spatiale
## [1] 191 197
Commentaire:
La teneur en bacterie E_coli sont plus élevé uniquement sur les stations 10, 07 et 05 en 2001-2002 et ont une présence très négligeableen ces meme station en 2021-2022.
sur tout les station en 2021-2022 les la teneur en E_Coli sont très faible.
Les E_colis présente une tres grande variabilité sur la station 10, 07 et 05.
Des moustaches plus longues indiquent une plus grande variabilité dans les données.
les E_coli ont une longue variabilité trop élevé sur la station 10 et une longue variabilité élevé et faible sur la station 07.
Beaucoup de valeurs aberrantes peuvent indiquer des anomalies ou une variabilité extrême dans certaines stations ou périodes.
Les E_coli présentent beaucoup de valeurs abbérentes trops élevé prèsque sur tout les stations ce qui nous indique peut etre une anomalies ou une variabilité extrême dans autres station ou la concentration des E_coli sont tres élevé.
Commentaire du graphique:
La concentration des E_coli à varié en 2002 entre 0 et 2000mg/l. La concentration des E_coli à la station 07 est la plus élevé en aout jusqu’en novembre. Mais en octobre la concentration à augmenté en pique à tout les stations.la station 01 a la concentration la plus élevé de 2000 mg/l cette saison. (pourquoi la concentration augment à tout les stationsn en oct 2001 et qu’e s’est il passé pour qu’on ait ces valeurs)
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2002
Commentaire du graphique:
La concentration des E_coli ont augmenté et baissé sur les stations 07, 10 et 05 lors de la saison du fin d’été à la saison de fin d’automne.La concentration la plus élevé est celle de la station 10 en aout pour complètement baisser jusqu’a la fin de l’automne. En aout comme sur tout les autre station la concentration était faible avant d’augmenter jusqu’a 300mg/l en septembre pour baisser jusqu’en novembre à la station 05. A la station 07 elle continue à augmenté d’aout en octobre jusqua attein la concentration la plus élevé d’environs 700mg/l pour fortement baisser jusqu’en novembre (en dessous de 100mg/l). La concentration des E_coli à varié en 2002 entre 0 et 200mg/l.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2021
Commentaire du graphique:
La concentration des E_coli sont comprise entre 0 et 230mg/l. La plus grande concentration est cele de la station 02 qui a augmenté en pique en septembre pour avoir la valeur la plus élevé d’environs 235mg/l pour ensuite baisser jusqu’avoir la plus basse concentration en novembre. la plus basse concentration est celle de la station 04.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2022
Commentaire du graphique:
La concentration des E_coli sont comprise entre 0 et 1050mg/l. La plus grande concentration est observé sur les station 10 et 06 en septembre. La station 10 à la plus forte concentration d’environ 1000mg/l à coté de la station 06 qui à environs mg/l. la concentration est faible sur tout les autres station mais en septembre ils ont tous variées.
Graphique de la variation du Carbon Total Organic sur chacun des stations entre period: 2001_2002
Commentaire:
LA concentration est très élevé en rapport a par rapport à l’an 2002 on observe une mutiplication par deux de la concentration en 2002. En 2001 la concentration à varié entre0 et 2000mg/l et en 2002 entre 0 et 750mg/l c’est à dit la concentration des E_coli en 2001 on doublement baisser en 2002. Ces grandes augmentation ont été observé lors de la saison d’automne en octobre 2001 et en septembre en 2002
Graphique de la variation du Carbon Total Organic sur chacun des stations entre period: 2021_2022
Commentaire:
Contriarement à la période précedent 2001-2002, la concentration cette periode à augmenté de 2021 en 2022. En 2021 En 2021 la concentration est comprise entre 0 et 250mg/l et cette augmentation est enregistré au début de la saison d’automne en septembre. en 2022 la concentration à quadiplé (comprise entre 0 et 1050mg/L) et cette augmentation s’est observé aussi au début de la saison d’automne en septembre.
Les 04 graph en un pour la COnductivité
ggarrange(Ecolig2001, Ecolig2002, Ecolig2021, Ecolig2022, ncol=2, nrow=2)Autre manière de voir les variations saisonnières sur quatre années:
Commentaire du graphique des quatre années :
Les bactéries E_coli ont une concentration très élevée et en pic sur toutes les stations en octobre 2001.
En septembre 2022, on observe encore un pic de bactéries E_coli dans les eaux sur toutes les stations, mais en baisse de 50% par rapport à celle en 2001.
Les stations 01, 10, 09, 03, 07 et 4 présentent une plus grande concentration de bactéries en 2001 contrairement à celle obtenu en 2022 où ce sont seulement les stations 10 et 01 qui présentent les plus grandes concentrations.
Le plus grand pic de bactéries est celui de la station 01 et 10.
Les stations 07 et 10 présentent les plus grands pics en 2002.
La concentration de l’eau en bactéries est très élevée en 2001 par rapport à la concentration en 2022, elle a baissé de 50%.
Remarque :
La station 07 a une porcherie pas loin d’elle ce qui peut etre à cause à son niveau mais les autres on dois creuser.
Question :
Quelle est la cause des bactéries dans l’eau des stations 01, 10, 09, 03, 07 et 02 en 2001 et des stations 10 et 01 en 2022 ?
Phosphore
Phosphore variabilité spatiale
Commentaire:
Le phosphore est plus faible sur tous les stations à la période de 2001-2002 et plus élevé 20ans après sur tout les stations.
le phosphore de la station 10 est extrêmement élevé à la deuxième période et ce plus que celle de toutes les autre stations.
Le phosphore de la station 01 est très négligeable à la période 02.
Le phosphore à la plus grande variabilité sur la station 10 en 2021, plus grand de tout les deux période. Elle présente aussi une grande variabilité des données forte.
les données de la période 02 présente plus de valeur abbérente, et ce sur les station 04 0201 08 et 11.
le phosphore à varié entre 0 et 0,06 mg/l
Commentaire du graphique:
Le phosphore présente la plus grande valeur sur la station 12 en octobre et on on observe une penchant qui augmente sur prèsque tout les stations a cette meme date de la saison.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2002
Commentaire du graphique:
Le phosphore de la station 10 et 08 sont les plus élevé à la fin de l’été en aout. Il varie entre 0,005 et 0,020 mg/l. Le phosphore sur tout les stations ont baissé d’aut en novembre.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2021
Commentaire du graphique:
Le phosphore de la station 10 est la plus élevé de tout les stations de l’été en automne. Lest autres station n’ont pas vraiment varié.
Graphique de la variation du Carbon Total Organic sur chacun des stations en 2022
Commentaire du graphique:
Le phosphore de la station 10 en cette années est aussi élevé que cette années que celle de toutes les autre stations et cela de l’été à l’automne.
le phosphore sur les autres stations sont prèsque identique
Graphique de la variation du Carbon Total Organic sur chacun des stations entre period: 2001_2002
Commentaire:
Le phosphore de la période 01 à la plus haute et faible teneur en 2002. le phosphore à plus baissé en 2002 qu’en 2001.
Graphique de la variation du Carbon Total Organic sur chacun des stations entre period: 2021_2022
Commentaire:
La station 10 sur toute la péeriode 02 à la plus grande teneur en phosphore. sur toute la période le phosphore de la station 10 à augmenté de aout en septembre et ensuite baissé jusqu.en novembre.
La station 02 présente une allure de la station la plus faible de toutes la période.
Les 04 graph en un pour la COnductivité
ggarrange(Phosg2001, Phosg2002, Phosg2021, Phosg2022, ncol=2, nrow=2)Autre manière de voir les variations saisonnières sur quatre années:
Traiter la date comme “Campagne no” (voir la création de la variable “Campagne” au début du script).
Commentaire du graphique des quatre années :
La teneur en phosphore a augmenté dans l’eau au niveau de la station 10 durant la période 02.
Le phosphore a augmenté en pic pendant la deuxième période sur la station 10 en septembre 2021 et en septembre 2022.
Toutes les autres stations ont augmenté de manière synchrone en octobre 2001 et encore plus en août 2021.
Question :
À quoi est due cette augmentation synchrone sur toutes les stations en ces dates ?
Azote sous forme de nitrate (NO3-)
Nitrate variabilité spatiale
Commentaire:
La concentration de Nitrate est très élevé Sur la station 10 en 2021-2022 de plus qu’en 2001-2002.
Le nitrate de la station 10 et 05 est plus élevé que celle des autres stations.
Le nitrate est très faible sur tous les stations en 2001-2002 et très élevé 20ans après.
Le nitrate présente une plus grande variabilité en 2001-2002 sur les stations 02 et 08 qu’en 20221-2022.
les plus grande variabilité sont observé en 2021-2022 sur les stations 10 et 05, et c’est les plus grandes variabilité de tous les périodes.
On observe une plus grande variabilité de données sur la station 10
Le nitrate présente plus de forte valeur abbérente sur les 12, 11, et 07 en 2021-2022
Commentaire du graphique:
Les station 10 et 05 ont les plus grande teneur en nitrate et on observe une grande baisse au niveau de la station 05 de septembre en novembre.
La plus basse teneur en nitrate est celle de la station 07.
Graphique de la variation de l’Azote sur chacun des stations en 2002
Commentaire du graphique:
La station 07 à toujour la plus faible teneur en nitrate. Le nitrate de la station 10 baisse en pique d’aout en octobre pour legerement hausser en novembre.
Graphique de la variation de l’Azote Organic sur chacun des stations en 2021
Commentaire du graphique:
Le nitrate de la station 10 à la plus forte teneur d’aout en novembre. La station 05 était constatnt de aout en septembre et ensuite augmentéjusqu’en novembre. Le nitrate de la station 07 est toujour la plus faible.
Graphique de la variation de l’Azote sur chacun des stations en 2022
Commentaire du graphique:
Le nitrate de la station 10 est la plus élevé et augment d’aout en novembre. Le station 05 est la deuxieme plus élevé et qui à légèrement baissé.
Graphique de la variation de l’Azote sur chacun des stations entre period: 2001_2002
Commentaire:
Le nitrate a plus baisser en 2002 qu’en 2001 et la plus forte valeur est enrégistrer en 2002
Graphique de la variation de l’Azote sur chacun des stations entre period: 2021_2022
Commentaire:
Le nitrate des station 10 et 05 sont les plus élevé de tous la période 2021-2022. Le nitrate en 2022 à plus augmenté qu’en 2021 sur la station 10.
Le nitrate sur la station 05 à augmenté en 2021 et à legerement baissé en 2022.
Les 04 graph en un pour le nitrate
ggarrange(Nitrateg2001, Nitrateg2002, Nitrateg2021, Nitrateg2022, ncol=2, nrow=2)Autre manière de voir les variations saisonnières sur quatre années:
Commentaire du graphique des quatre années :
La concentration de nitrate est plus élevée dans la deuxième période des analyses que la concentration à la période 01 sur les stations 10 (Pollard) et 05 (McConnell).
En général, les plus faibles concentrations ont été observées en 2001-2002. Avec un pic sur tous les stations en août 2002
La concentration la plus basse est celle à la station 07.
Les stations 05 et 10 sont un peu plus proches de l’autoroute, mais leurs berges sont très humides et sont des tourbières avec des plantes qui poussent aux alentours (je ne connais pas le nom des plantes, c’est pour cela que je ne les ai pas citées.
ce 22 08 2024 à 16:33 j’ai collé les manquant du script et c’est a partie d’ici
#Analyse du deuxième objectif
## [1] "Date" "Station"
## [3] "Station2" "AnalysisSurfaceWater"
## [5] "RPCSampleID" "ClientSampleID"
## [7] "DateSampled" "Sodium_mg_L"
## [9] "Potassium_mg_L" "Calcium_mgL"
## [11] "Magnesium_mg_L" "AlkalinityCaCO3_mg_L"
## [13] "Chloride_mg_L" "Fluoride_mg_L"
## [15] "Sulfate_mg_L" "Bromine_mg_L"
## [17] "Ammonia_as_N_mg_L" "Unionized_20degC_mg_L"
## [19] "NitrateNitrite_asN_mg_L" "Nitrite_as_N_mg_L"
## [21] "Nitrate_as_N_mg_L" "Nitrogen_Total_mg_L"
## [23] "Phosphorus_Total_mg_L" "Carbon_Total_Organic_mg_L"
## [25] "Colour_TCU" "Conductivity_microS_cm"
## [27] "pH_units" "Turbidity_NTU"
## [29] "Bicarbonate_as_CaCO3_mg_L" "Carbonate_as_CaCO3_mg_L"
## [31] "Hardness_as_CaCO3_mg_L" "TDS_calc_mg_L"
## [33] "Saturation_pH_20degC_units" "Langelier_Index_20degC"
## [35] "AnalysisSurfaceWater.1" "RPCSampleID.1"
## [37] "ClientSampleID2" "DateSampled2"
## [39] "Analytes_Units" "Aluminum_mg_L"
## [41] "Antimony_mg_L" "Arsenic_mg_L"
## [43] "Barium_mg_L" "Beryllium_mg_L"
## [45] "Bismuth_mg_L" "Boron_mg_L"
## [47] "Cadmium_mg_L" "Calcium_mg_L"
## [49] "Chromium_mg_L" "Cobalt_mg_L"
## [51] "Copper_mg_L" "Iron_mg_L"
## [53] "Lead_mg_L" "Lithium_mg_L"
## [55] "Magnesium_mg_L.1" "Manganese_mg_L"
## [57] "Molybdenum_mg_L" "Nickel_mg_L"
## [59] "Potassium_mg_L.1" "Rubidium_mg_L"
## [61] "Selenium_mg_L" "Silver_mg_L"
## [63] "Sodium_mg_L.1" "Strontium_mg_L"
## [65] "Tellurium_mg_L" "Thallium_mg_L"
## [67] "Tin_mg_L" "Uranium_mg_L"
## [69] "Vanadium_mg_L" "Zinc_mg_L"
## [71] "MicrobiologicalExaminationWater" "RPCSampleID3"
## [73] "ClientsampleID3" "Datesampled3"
## [75] "Time.Sampled" "E.coli_MPN_100.mL"
## [77] "Temp_eau_YSI_degC" "Oxyg_dissous_YSI_mg_L"
## [79] "Cond_YSI_mS_cm" "NOX_mg_L"
## [81] "TKN_mg_L" "TP_L_mg_L"
## [83] "SS_mg_L" "Year"
## [85] "Period" "Campagne"
## [87] "POK_no" "Nom"
## [89] "Lat" "Long"
## [91] "Ordre" "Ordre1_m_amont"
## [93] "Ordre2_m_amont" "Ordre3_m_amont"
## [95] "Ordre4_m_amont" "Ordre5_m_amont"
## [97] "Somme_ordre_1.5" "Dist_amont_station_m"
## [99] "Longueur_totale_m_ordre1" "Longueur_totale_m_ordre2"
## [101] "Longueur_totale_m_ordre3" "Longueur_totale_m_ordre4"
## [103] "Longueur_totale_m_ordre5" "Longueur_totale_m_sous_bassin"
## [105] "Proportion_ordre1" "Proportion_ordre2"
## [107] "Proportion_ordre3" "Proportion_ordre4"
## [109] "Proportion_ordre5" "sup_km2_sbv"
## [111] "sup_drainee_km2_sbv" "longueur_route_km_sbv"
## [113] "WA_km2_supdrainee_2020" "WL_km2_supdrainee_2020"
## [115] "NF_km2_supdrainee_2020" "FO_km2_supdrainee_2020"
## [117] "AGR_km2_supdrainee_2020" "IND_km2_supdrainee_2020"
## [119] "INF_km2_supdrainee_2020" "SET_km2_supdrainee_2020"
## [121] "REC_km2_supdrainee_2020" "WIL_km2_supdrainee_2020"
## [123] "C_km2_supdrainee_2020" "F_km2_supdrainee_2020"
## [125] "N_km2_supdrainee_2020" "B_km2_supdrainee_2020"
## [127] "NULL_km2_supdrainee_2020" "WA_km2_supdrainee_1990"
## [129] "WL_km2_supdrainee_1990" "NF_km2_supdrainee_1990"
## [131] "FO_km2_supdrainee_1990" "AGR_km2_supdrainee_1990"
## [133] "IND_km2_supdrainee_1990" "INF_km2_supdrainee_1990"
## [135] "SET_km2_supdrainee_1990" "C_km2_supdrainee_1990"
## [137] "F_km2_supdrainee_1990" "N_km2_supdrainee_1990"
## [139] "B_km2_supdrainee_1990" "NULL_km2_supdrainee_1990"
## [141] "fraction.drainee" "Longitude"
## [143] "Latitude" "Station_meteo"
## [145] "ID_climatologique" "Annee"
## [147] "Mois" "Jour"
## [149] "QualiteDonnees" "temp_max_C"
## [151] "Temp_max_indic" "temp_min_C"
## [153] "temp_min_indic" "temp_moy_C"
## [155] "temp_moy_indic" "DJC_C"
## [157] "DJC_indic" "DJR_C"
## [159] "DJR_indic" "pluie_tot_mm"
## [161] "pluie_tot_indic" "neige_tot_cm"
## [163] "neige_tot_indic" "precip_tot_mm"
## [165] "precip_tot_indic" "neige_sol_cm"
## [167] "neige_sol_indic" "Dir.raf.max.10s.deg"
## [169] "Dir.raf.max.indic" "Vit.raf.max.km_h"
## [171] "Vit.raf.max.indicateur" "Tmax2jours"
## [173] "Tmax3jours" "Tmax4jours"
## [175] "Tmax5jours" "Tmax6jours"
## [177] "Tmax7jours" "Tmin2jours"
## [179] "Tmin3jours" "Tmin4jours"
## [181] "Tmin5jours" "Tmin6jours"
## [183] "Tmin7jours" "precip.tot.2jours"
## [185] "precip.tot.3jours" "precip.tot.4jours"
## [187] "precip.tot.5jours" "precip.tot.6jours"
## [189] "precip.tot.7jours" "precip.tot.14jours"
## [191] "precip.tot.21jours" "vit.vents.2jours"
## [193] "vit.vents.3jours" "vit.vents.4jours"
## [195] "vit.vents.5jours" "vit.vents.6jours"
## [197] "vit.vents.7jours"
# une régression linéaire pour analyser la relation entre la dureté de l'eau
#(mesurée en mg/L de CaCO3) et la station de mesure.
koko <- lm(Pok2001.2022$sup_drainee_km2_sbv ~ Pok2001.2022$sup_drainee_km2_sbv)## Warning in model.matrix.default(mt, mf, contrasts): la réponse est apparue dans
## le membre de droite et y a été éliminée## Warning in model.matrix.default(mt, mf, contrasts): problème avec le terme 1
## dans model.matrix : aucune colonne n'est assignéesummary(koko)##
## Call:
## lm(formula = Pok2001.2022$sup_drainee_km2_sbv ~ Pok2001.2022$sup_drainee_km2_sbv)
##
## Residuals:
## Min 1Q Median 3Q Max
## -17.673 -9.373 -7.478 -4.108 85.067
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 27.353 1.891 14.47 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 26.2 on 191 degrees of freedomanova(koko)## Analysis of Variance Table
##
## Response: Pok2001.2022$sup_drainee_km2_sbv
## Df Sum Sq Mean Sq F value Pr(>F)
## Residuals 191 131092 686.34# Effectuer une analyse de variance pour quantifier la contribution des variables explicatives
anova_model <- aov(sup_drainee_km2_sbv ~ NF_km2_supdrainee_1990 + NF_km2_supdrainee_2020, data = Pok2001.2022)
summary(anova_model)## Df Sum Sq Mean Sq F value Pr(>F)
## NF_km2_supdrainee_1990 1 79006 79006 1566.8 <2e-16 ***
## NF_km2_supdrainee_2020 1 42555 42555 843.9 <2e-16 ***
## Residuals 189 9530 50
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#tapply(Pok2001.2022$sup_km2_sbv, Pok2001.2022$Period, summary)
plot(Pok2001.2022$sup_km2_sbv~Pok2001.2022$sup_drainee_km2_sbv)
cor.test(Pok2001.2022$sup_km2_sbv, Pok2001.2022$sup_drainee_km2_sbv,
method=c('pearson'))##
## Pearson's product-moment correlation
##
## data: Pok2001.2022$sup_km2_sbv and Pok2001.2022$sup_drainee_km2_sbv
## t = 62.731, df = 190, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## 0.9691296 0.9824288
## sample estimates:
## cor
## 0.9766989Code Alain ce 03/07/2024
# 2024-07-03
# Créer un sous-tabeau avec les 12 stations (une seule date)
Pok0=subset(Pok2001.2022, Date=="2001-08-01",
select=c(Station, Station2, Date, Long, Ordre, Dist_amont_station_m,
Somme_ordre_1.5))
dim(Pok0)## [1] 12 7# 2024-07-03
# Voici comment se suivent les stations de l'ouest vers l'est:
Pok1=Pok0[order(Pok0$Long),]
plot(Pok1$Long, pchr="")## Warning in plot.window(...): "pchr" n'est pas un paramètre graphique## Warning in plot.xy(xy, type, ...): "pchr" n'est pas un paramètre graphique## Warning in axis(side = side, at = at, labels = labels, ...): "pchr" n'est pas
## un paramètre graphique
## Warning in axis(side = side, at = at, labels = labels, ...): "pchr" n'est pas
## un paramètre graphique## Warning in box(...): "pchr" n'est pas un paramètre graphique## Warning in title(...): "pchr" n'est pas un paramètre graphiquetext(Pok1$Long,, Pok1$Station)
# 2024-07-03
# Ordonner selon le parcours le plus long en amont de la station
Pok2=Pok0[order(Pok0$Dist_amont_station_m),]
plot(Pok2$Dist_amont_station_m, pch="")
text(Pok2$Dist_amont_station_m,, Pok2$Station)
# 2024-07-03
# Ordonner selon la somme des longueurs en amont
Pok3=Pok0[order(Pok0$Somme_ordre_1.5),]
plot(Pok3$Somme_ordre_1.5, pch="")
text(Pok3$Somme_ordre_1.5,, Pok3$Station)
strwrap("2024-06-26 Le tableau complet des données de chimie,
caractéristiques territoriales et météo est enfin assemblé
et prêt à être analysé.")## [1] "2024-06-26 Le tableau complet des données de chimie, caractéristiques"
## [2] "territoriales et météo est enfin assemblé et prêt à être analysé."# Temp_eau_YSI_degC
# Oxyg_dissous_YSI_mg_L
# Conductivity_microS_cm
# pH_units
# Turbidity_NTU
# Colour_TCU
# Carbon_Total_Organic_mg_L
# E.coli_MPN_100.mL
# Phosphorus_Total_mg_L
# Nitrate_as_N_mg_L
scatterplot(Pok2001.2022$precip.tot.7jours,Pok2001.2022$Colour_TCU,
groups=Pok2001.2022$Year, smooth=F, by.groups=T, regLine=F)
scatterplot(Pok2001.2022$Somme_ordre_1.5,Pok2001.2022$Colour_TCU,
groups=Pok2001.2022$Year, smooth=F, by.groups=T, regLine=F)
scatterplot(Colour_TCU ~ Carbon_Total_Organic_mg_L | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
ggplot(Pok2001.2022,aes(x=Temp_eau_YSI_degC,y=Conductivity_microS_cm)) +
geom_point()## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
sub2=subset(Pok2001.2022,!is.na(Temp_eau_YSI_degC),
select=c(Ordre1_m_amont, Ordre2_m_amont,Ordre3_m_amont,
Temp_eau_YSI_degC, Conductivity_microS_cm, pH_units,SS_mg_L))
dim(sub2)## [1] 190 7pairs(sub2)
#names(Pok2001.2022)Gaël essaie avec les données
strwrap("2024-07-03 : Analyse de relation entre les variables")## [1] "2024-07-03 : Analyse de relation entre les variables"scatterplot(Pok2001.2022$precip.tot.7jours,Pok2001.2022$Colour_TCU,
groups=Pok2001.2022$Year, smooth=F, by.groups=T, regLine=F)
scatterplot(Pok2001.2022$Somme_ordre_1.5,Pok2001.2022$Colour_TCU,
groups=Pok2001.2022$Year, smooth=F, by.groups=T, regLine=T)
scatterplot(Colour_TCU ~ Carbon_Total_Organic_mg_L | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
ggplot(Pok2001.2022,aes(x=Temp_eau_YSI_degC,y=Conductivity_microS_cm)) +
geom_point()## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
sub2=subset(Pok2001.2022,!is.na(Temp_eau_YSI_degC),
select=c(Ordre1_m_amont, Ordre2_m_amont,Ordre3_m_amont,
Temp_eau_YSI_degC, Conductivity_microS_cm, pH_units,SS_mg_L))
dim(sub2)## [1] 190 7pairs(sub2)
Ce lundi 08 juillets 2024
la surperficie forêt drainée en 2020
# AP 2024-08-26 Attention à créer les "variables universelles", comme indiqué
# dans mon courriel du 2024-07-17 avec la fonction "ifelse".
# Ces nouvelles variables territoriales présentent les valeurs de 1990
# pour les rangées de 1990, et les valeurs de 2020 pour les rangées de 2020.
scatterplot(pctAGR_km2_supdrainee_2020 ~ Temp_eau_YSI_degC | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ Oxyg_dissous_YSI_mg_L | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ Conductivity_microS_cm | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ pH_units | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ Turbidity_NTU | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ Colour_TCU | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ Carbon_Total_Organic_mg_L | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ E.coli_MPN_100.mL | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ Phosphorus_Total_mg_L | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
scatterplot(AGR_km2_supdrainee_2020 ~ Nitrate_as_N_mg_L | Year,
data=Pok2001.2022, smooth=F, by.groups=F)
# names(Pok2001.2022)Je crée un graphique de dispersion pour montrer la relation entre mes variables dépendant (paramètres de la qualité de l’eau) et indépendant (Caractéristique territoriaux)
Superficie de terre brûlé et paramètre
Temp_VS_superficie_brûlé
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=B_km2_supdrainee_1990, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre Température et la superficies brûlé en 1990",
x="B_km2_supdrainee_1990",
y="Temp_eau_YSI_degC")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=B_km2_supdrainee_2020, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre Température et la superficies brûlé en 2020",
x="B_km2_supdrainee_2020",
y="Temp_eau_YSI_degC")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Voici une interprétation possible de ce graphique :
La dispersion des point sur le graphique ne montre aucune tendance de hausse et de baisse. Cela suggère qu’il y absence de forte relation linéaire entre la température et les terres brûles en 1990
Au point y=0, on ’a une concentration des points le long de la ligne horizontal ce qui suggère un absence de changement de la température quelque soit la valeur de la superficie brûlé.
La répartition des points au dessus comme en dessous de la ligne horizontale, indique des variation des température pour difféentes valeur de terre brûlé en 1990.
Ce graphique suggère que les terres brûler (déforestations ) n’a pas d’effet direct simple sur la température. Cela pourrait impliquer que d’autres facteurs pourraient influencer les changements de température
# Installer et charger le package rpart
if (!require(rpart)) {
install.packages("rpart")
}## Le chargement a nécessité le package : rpart## Warning: le package 'rpart' a été compilé avec la version R 4.3.3library(rpart)
# Supposons que df est votre dataframe
# paramètre est la variable indépendante
# TA, WL, MN, DE, AS, EF, SS, DD, SE, DR, AD, SF sont les variables dépendantes
# Créer l'arbre de régression
arbre <- rpart(Temp_eau_YSI_degC ~ Ordre + Dist_amont_station_m + Longueur_totale_m_sous_bassin + sup_km2_sbv + sup_drainee_km2_sbv + longueur_route_km_sbv + temp_min_C + temp_moy_C + temp_max_C + neige_tot_cm + pluie_tot_mm + precip_tot_mm + neige_sol_cm + Tmax2jours + Tmin2jours + precip.tot.2jours + precip.tot.21jours, data = Pok2001.2022, method = "anova")
# Imprimer l'arbre de régression
print(arbre)## n=190 (2 observations effacées parce que manquantes)
##
## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 190 3598.25800 10.219470
## 2) Tmax2jours< 17.75 71 323.85970 5.616901
## 4) temp_moy_C< 4.65 23 22.66435 2.873913 *
## 5) temp_moy_C>=4.65 48 45.22312 6.931250 *
## 3) Tmax2jours>=17.75 119 872.98870 12.965550
## 6) Tmax2jours< 21.1 35 89.81143 11.128570 *
## 7) Tmax2jours>=21.1 84 615.85950 13.730950
## 14) temp_moy_C>=19.8 12 26.04000 10.600000 *
## 15) temp_moy_C< 19.8 72 452.57940 14.252780
## 30) Longueur_totale_m_sous_bassin>=33914 48 191.74670 13.716670
## 60) temp_max_C>=21.15 40 115.44400 13.220000 *
## 61) temp_max_C< 21.15 8 17.10000 16.200000 *
## 31) Longueur_totale_m_sous_bassin< 33914 24 219.44500 15.325000 *# Tracer l'arbre de régression
plot(arbre, uniform = TRUE, main = "Arbre de régression pour paramètre")
text(arbre, use.n = TRUE, all = TRUE, cex = .8)
# Installer et charger le package rpart
if (!require(rpart)) {
install.packages("rpart")
}
library(rpart)
# Supposons que df est votre dataframe
# paramètre est la variable indépendante
# TA, WL, MN, DE, AS, EF, SS, DD, SE, DR, AD, SF sont les variables dépendantes
# Créer l'arbre de régression
arbre <- rpart(Ordre ~ Temp_eau_YSI_degC + Oxyg_dissous_YSI_mg_L + Conductivity_microS_cm + pH_units + Turbidity_NTU + Colour_TCU + Carbon_Total_Organic_mg_L + E.coli_MPN_100.mL + Phosphorus_Total_mg_L + Nitrate_as_N_mg_L, data = Pok2001.2022, method = "anova")
# Imprimer l'arbre de régression
printcp(arbre)
# Tracer l'arbre de régression
plot(arbre, uniform = TRUE, main = "Arbre de régression pour paramètre")
text(arbre, use.n = TRUE, all = TRUE, cex = .8)
#
#Ordre + Dist_amont_station_m + Longueur_totale_m_sous_bassin + sup_km2_sbv + sup_drainee_km2_sbv + longueur_route_km_sbv + temp_min_C + temp_moy_C + temp_max_C + neige_tot_cm + pluie_tot_mm + precip_tot_mm + neige_sol_cm + Tmax2jours + Tmin2jours + precip.tot.2jours + precip.tot.21jours# Installer et charger le package rpart.plot
if (!require(rpart.plot)) {
install.packages("rpart.plot")
}## Le chargement a nécessité le package : rpart.plot## Warning: le package 'rpart.plot' a été compilé avec la version R 4.3.3library(rpart.plot)
# Créer l'arbre de régression
arbre <- rpart(Ordre ~ Temp_eau_YSI_degC + Oxyg_dissous_YSI_mg_L + Conductivity_microS_cm + pH_units + Turbidity_NTU + Colour_TCU + Carbon_Total_Organic_mg_L + E.coli_MPN_100.mL + Phosphorus_Total_mg_L + Nitrate_as_N_mg_L, data = Pok2001.2022, method = "anova")
# Tracer un arbre de régression plus joli et très présentable
rpart.plot(arbre, type = 3, extra = 101, under = TRUE, fallen.leaves = TRUE,
main = "Arbre de régression pour paramètre")
#Ce vendredi 12 juillet 2024 les variables en %
Superficie non forestière et paramètre
Temp_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre Température et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Temp_eau_YSI_degC")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre Température et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Temp_eau_YSI_degC")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Oxygène_dissous_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Oxyg_dissous_YSI_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre l'Oxygène_dissous et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Oxyg_dissous_YSI_mg_L")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Oxyg_dissous_YSI_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre l'Oxygène_dissous et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Oxyg_dissous_YSI_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Conductivity_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Conductivity_microS_cm)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la Conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Conductivity_microS_cm")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Conductivity_microS_cm)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la Conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Conductivity_microS_cm")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
pH_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=pH_units)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre le pH et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="pH_units")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=pH_units)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre le pH et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="pH_units")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
turbidité_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Turbidity_NTU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la turbidité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Turbidity_NTU")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Turbidity_NTU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la turbidité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Turbidity_NTU")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Couleur_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Colour_TCU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la couleur et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Colour_TCU")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Colour_TCU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la turbidité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Colour_TCU")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
COT_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Carbon_Total_Organic_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre le COT et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Carbon_Total_Organic_mg_L")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Carbon_Total_Organic_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre le COT et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Carbon_Total_Organic_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Coliforme_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=E.coli_MPN_100.mL)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre les coliformes et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="E.coli_MPN_100.mL")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=E.coli_MPN_100.mL)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre les coliformes et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="E.coli_MPN_100.mL")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
phosphore_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Phosphorus_Total_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre le phosphore et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Phosphorus_Total_mg_L")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Phosphorus_Total_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre le phosphore et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Phosphorus_Total_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Nitrate_VS_Précip_2_21_jrs_total
# Créer un graphique pour l'année 2000
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Nitrate_as_N_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre le nitrate et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Nitrate_as_N_mg_L")
# Créer un graphique pour l'année 2020
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Nitrate_as_N_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre le nitrate et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Nitrate_as_N_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, ncol=2, nrow=1)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Ce lundi 15 juillet 2024
Je refaire le même schéma d’analyse juste avec les données de pourcentage
#je crée tout mes variable de % pour les sous variable de NF pour les deux anéées
# AGR_km2_supdrainee_1990 et AGR_km2_supdrainee_2020
Pok2001.2022$pctAGR_supdrainee_1990 = (Pok2001.2022$AGR_km2_supdrainee_1990 / Pok2001.2022$sup_drainee_km2_sbv)
Pok2001.2022$pctAGR_supdrainee_2020 = (Pok2001.2022$AGR_km2_supdrainee_2020 / Pok2001.2022$sup_drainee_km2_sbv)
# IND_km2_supdrainee_1990 et IND_km2_supdrainee_2020
Pok2001.2022$pctIND_supdrainee_1990 = (Pok2001.2022$IND_km2_supdrainee_1990 / Pok2001.2022$sup_drainee_km2_sbv)
Pok2001.2022$pctIND_supdrainee_2020 = (Pok2001.2022$IND_km2_supdrainee_2020 / Pok2001.2022$sup_drainee_km2_sbv)
# INF_km2_supdrainee_1990 et INF_km2_supdrainee_2020
Pok2001.2022$pctINF_supdrainee_1990 = (Pok2001.2022$INF_km2_supdrainee_1990 / Pok2001.2022$sup_drainee_km2_sbv)
Pok2001.2022$pctINF_supdrainee_2020 = (Pok2001.2022$INF_km2_supdrainee_2020 / Pok2001.2022$sup_drainee_km2_sbv)
# SET_km2_supdrainee_1990 et SET_km2_supdrainee_2020
Pok2001.2022$pctSET_km2_supdrainee_1990 = (Pok2001.2022$SET_km2_supdrainee_1990 / Pok2001.2022$sup_drainee_km2_sbv)
Pok2001.2022$pctSET_supdrainee_2020 = (Pok2001.2022$SET_km2_supdrainee_2020 / Pok2001.2022$sup_drainee_km2_sbv)
#erreur :Erreur dans `$<-.data.frame`(`*tmp*`, pctREC_km2_supdrainee_1990, value = numeric(0)) : le tableau de remplacement a 0 lignes, le tableau remplacé en a 192
# REC_km2_supdrainee_1990 et REC_km2_supdrainee_2020
#Pok2001.2022$pctREC_km2_supdrainee_1990 = (Pok2001.2022$REC_km2_supdrainee_1990 / Pok2001.2022$sup_drainee_km2_sbv)
Pok2001.2022$pctREC_supdrainee_2020 = (Pok2001.2022$REC_km2_supdrainee_2020 / Pok2001.2022$sup_drainee_km2_sbv)
#Erreur dans `$<-.data.frame`(`*tmp*`, pctWIL_supdrainee_1990, value = numeric(0)) : le tableau de remplacement a 0 lignes, le tableau remplacé en a 192
# WIL_km2_supdrainee_1990 et WIL_km2_supdrainee_2020
#Pok2001.2022$pctWIL_supdrainee_1990 = (Pok2001.2022$WIL_km2_supdrainee_1990 / Pok2001.2022$sup_drainee_km2_sbv)
Pok2001.2022$pctWIL_supdrainee_2020 = (Pok2001.2022$WIL_km2_supdrainee_2020 / Pok2001.2022$sup_drainee_km2_sbv)#essaie du code que Alain ma envoyé par courriel le lundi 15 à 15h46
# Reçu par courriel de Gaël 2024-07-15 lundi au campus pendant les vacances
# Créer les variables par période:
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
# Vérifier que les données existent:
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctAGR_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.03019261 11.5
## 2 Morrison 06 2001-08-01 0.03779528 10.2
## 3 Malt 11 2001-08-01 0.03059581 25.2
## 4 Suggary 02 2001-08-01 0.08780992 14.4
## 5 Waugh sanct. 07 2001-08-01 0.01351351 10.8
## 6 Dempsey 12 2001-08-01 0.03213242 20.4
## 7 Branche sud aval 03 2001-08-01 0.06642438 13.5
## 8 Sewell 08 2001-08-01 0.12364865 12.8
## 9 Pok amont 04 2001-08-01 0.18215845 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 9.0
## 12 Pollard 10 2001-08-01 0.19823789 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 9.3
## 14 Pollard 10 2001-08-28 0.19823789 12.0
## 15 br. sud amont 01 2001-08-28 0.03019261 10.0
## 16 Morrison 06 2001-08-28 0.03779528 NaN
## 17 Malt 11 2001-08-28 0.03059581 8.8
## 18 Suggary 02 2001-08-28 0.08780992 13.0
## 19 Waugh sanct. 07 2001-08-28 0.01351351 10.6
## 20 Dempsey 12 2001-08-28 0.03213242 13.5
## 21 Branche sud aval 03 2001-08-28 0.06642438 11.5
## 22 Sewell 08 2001-08-28 0.12364865 13.5
## 23 Pok amont 04 2001-08-28 0.18215845 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 10.9
## 25 Pok amont 04 2001-09-26 0.18215845 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 11.8
## 28 Pollard 10 2001-09-26 0.19823789 12.7
## 29 br. sud amont 01 2001-09-26 0.03019261 11.5
## 30 Morrison 06 2001-09-26 0.03779528 11.2
## 31 Malt 11 2001-09-26 0.03059581 9.3
## 32 Suggary 02 2001-09-26 0.08780992 12.9
## 33 Waugh sanct. 07 2001-09-26 0.01351351 10.4
## 34 Dempsey 12 2001-09-26 0.03213242 13.4
## 35 Branche sud aval 03 2001-09-26 0.06642438 12.0
## 36 Sewell 08 2001-09-26 0.12364865 12.9
## 37 Sewell 08 2001-10-31 0.12364865 1.4
## 38 Pok amont 04 2001-10-31 0.18215845 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 3.0
## 40 Morrison 06 2001-10-31 0.03779528 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 2.1
## 42 Pollard 10 2001-10-31 0.19823789 3.3
## 43 br. sud amont 01 2001-10-31 0.03019261 2.7
## 44 Dempsey 12 2001-10-31 0.03213242 3.9
## 45 Malt 11 2001-10-31 0.03059581 4.8
## 46 Suggary 02 2001-10-31 0.08780992 2.1
## 47 Waugh sanct. 07 2001-10-31 0.01351351 2.7
## 48 Branche sud aval 03 2001-10-31 0.06642438 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 17.5
## 50 Branche sud aval 03 2002-07-29 0.06642438 15.7
## 51 Sewell 08 2002-07-29 0.12364865 16.8
## 52 Pok amont 04 2002-07-29 0.18215845 13.3
## 53 br. sud amont 01 2002-07-29 0.03019261 14.7
## 54 Morrison 06 2002-07-29 0.03779528 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 17.4
## 56 Pollard 10 2002-07-29 0.19823789 17.0
## 57 Waugh sanct. 07 2002-07-29 0.01351351 16.4
## 58 Dempsey 12 2002-07-29 0.03213242 15.6
## 59 Malt 11 2002-07-29 0.03059581 14.9
## 60 Suggary 02 2002-07-29 0.08780992 17.9
## 61 Pok amont 04 2002-08-28 0.18215845 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 10.2
## 63 Dempsey 12 2002-08-28 0.03213242 13.2
## 64 Branche sud aval 03 2002-08-28 0.06642438 11.3
## 65 Sewell 08 2002-08-28 0.12364865 13.1
## 66 Pollard 10 2002-08-28 0.19823789 11.1
## 67 br. sud amont 01 2002-08-28 0.03019261 11.1
## 68 Morrison 06 2002-08-28 0.03779528 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 12.9
## 70 Suggary 02 2002-08-28 0.08780992 10.6
## 71 Waugh sanct. 07 2002-08-28 0.01351351 10.1
## 72 Malt 11 2002-08-28 0.03059581 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 10.7
## 74 Sewell 08 2002-10-02 0.12364865 12.7
## 75 Pok amont 04 2002-10-02 0.18215845 7.8
## 76 Waugh sanct. 07 2002-10-02 0.01351351 10.7
## 77 Dempsey 12 2002-10-02 0.03213242 11.1
## 78 Branche sud aval 03 2002-10-02 0.06642438 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 12.9
## 80 Pollard 10 2002-10-02 0.19823789 10.8
## 81 br. sud amont 01 2002-10-02 0.03019261 11.0
## 82 Morrison 06 2002-10-02 0.03779528 10.5
## 83 Malt 11 2002-10-02 0.03059581 7.8
## 84 Suggary 02 2002-10-02 0.08780992 10.3
## 85 Pok amont 04 2002-10-31 0.18215845 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 2.7
## 87 Branche sud aval 03 2002-10-31 0.06642438 NaN
## 88 Sewell 08 2002-10-31 0.12364865 1.6
## 89 Suggary 02 2002-10-31 0.08780992 2.7
## 90 Waugh sanct. 07 2002-10-31 0.01351351 2.7
## 91 Dempsey 12 2002-10-31 0.03213242 3.3
## 92 Morrison 06 2002-10-31 0.03779528 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 2.3
## 94 Pollard 10 2002-10-31 0.19823789 2.7
## 95 br. sud amont 01 2002-10-31 0.03019261 2.5
## 96 Malt 11 2002-10-31 0.03059581 4.4subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctAGR_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.05361791 11.5
## 98 Dempsey 12 2021-07-28 0.03149606 16.1
## 99 Branche sud aval 03 2021-07-28 0.03488996 15.5
## 100 Sewell 08 2021-07-28 0.03822314 14.2
## 101 Waugh sanct. 07 2021-07-28 0.02316602 12.1
## 102 br. sud amont 01 2021-07-28 0.04819864 14.0
## 103 Morrison 06 2021-07-28 0.12471091 15.7
## 104 Malt 11 2021-07-28 0.10337838 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 16.9
## 106 Pollard 10 2021-07-28 0.13349057 14.6
## 107 Pok amont 04 2021-07-28 0.15787120 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 11.9
## 109 Malt 11 2021-08-31 0.13349057 12.0
## 110 Suggary 02 2021-08-31 0.17621145 11.0
## 111 Waugh sanct. 07 2021-08-31 0.05361791 12.8
## 112 Dempsey 12 2021-08-31 0.03149606 15.0
## 113 Branche sud aval 03 2021-08-31 0.03488996 15.0
## 114 Sewell 08 2021-08-31 0.03822314 14.6
## 115 Pollard 10 2021-08-31 0.02316602 15.7
## 116 br. sud amont 01 2021-08-31 0.04819864 13.7
## 117 Morrison 06 2021-08-31 0.12471091 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 16.4
## 120 Pok amont 04 2021-08-31 0.15787120 10.8
## 121 Suggary 02 2021-10-05 0.24142233 6.3
## 122 Morrison 06 2021-10-05 0.13349057 7.0
## 123 Malt 11 2021-10-05 0.15787120 8.5
## 124 Sewell 08 2021-10-05 0.17621145 8.0
## 125 Waugh sanct. 07 2021-10-05 0.05361791 9.0
## 126 Dempsey 12 2021-10-05 0.03149606 8.7
## 127 Branche sud aval 03 2021-10-05 0.03488996 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 7.9
## 129 Pollard 10 2021-10-05 0.02316602 8.7
## 130 br. sud amont 01 2021-10-05 0.04819864 7.3
## 131 Pok amont 04 2021-10-05 0.12471091 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 6.4
## 133 Malt 11 2021-10-28 0.10337838 7.1
## 134 Suggary 02 2021-10-28 0.24142233 6.7
## 135 br. sud amont 01 2021-10-28 0.13349057 7.0
## 136 Morrison 06 2021-10-28 0.03149606 6.4
## 137 Branche sud aval 03 2021-10-28 0.15787120 6.7
## 138 Sewell 08 2021-10-28 0.17621145 7.4
## 139 Waugh sanct. 07 2021-10-28 0.05361791 7.3
## 140 Dempsey 12 2021-10-28 0.04819864 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 7.2
## 143 Pollard 10 2021-10-28 0.02316602 7.5
## 144 Pok amont 04 2021-10-28 0.12471091 7.2
## 145 Pollard 10 2022-07-28 0.13349057 14.2
## 146 Morrison 06 2022-07-28 0.12471091 13.3
## 147 Malt 11 2022-07-28 0.10337838 12.9
## 148 Suggary 02 2022-07-28 0.24142233 11.4
## 149 br. sud amont 01 2022-07-28 0.05361791 14.9
## 150 Dempsey 12 2022-07-28 0.03149606 15.3
## 151 Branche sud aval 03 2022-07-28 0.15787120 15.5
## 152 Sewell 08 2022-07-28 0.17621145 15.1
## 153 Waugh sanct. 07 2022-07-28 0.02316602 13.1
## 154 Pok amont 04 2022-07-28 0.04819864 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 16.2
## 158 Pollard 10 2022-09-01 0.13349057 15.1
## 159 br. sud amont 01 2022-09-01 0.04819864 14.8
## 160 Morrison 06 2022-09-01 0.12471091 15.0
## 161 Malt 11 2022-09-01 0.10337838 12.3
## 162 Suggary 02 2022-09-01 0.17621145 11.9
## 163 Waugh sanct. 07 2022-09-01 0.05361791 14.0
## 164 Dempsey 12 2022-09-01 0.03149606 15.0
## 165 Branche sud aval 03 2022-09-01 0.15787120 16.2
## 166 Sewell 08 2022-09-01 0.03822314 15.9
## 167 Pok amont 04 2022-09-01 0.02316602 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 12.9
## 169 Sewell 08 2022-10-03 0.13349057 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 6.5
## 172 Pollard 10 2022-10-03 0.02316602 6.5
## 173 br. sud amont 01 2022-10-03 0.04819864 5.6
## 174 Morrison 06 2022-10-03 0.12471091 4.7
## 175 Malt 11 2022-10-03 0.15787120 7.9
## 176 Suggary 02 2022-10-03 0.17621145 4.5
## 177 Waugh sanct. 07 2022-10-03 0.05361791 6.3
## 178 Dempsey 12 2022-10-03 0.03149606 6.0
## 179 Branche sud aval 03 2022-10-03 0.03488996 6.2
## 180 Pok amont 04 2022-10-03 0.03822314 6.5
## 181 Branche sud aval 03 2022-11-01 0.24142233 6.5
## 182 Sewell 08 2022-11-01 0.13349057 7.1
## 183 Pok amont 04 2022-11-01 0.12471091 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 7.4
## 186 Pollard 10 2022-11-01 0.02316602 8.0
## 187 br. sud amont 01 2022-11-01 0.04819864 7.0
## 188 Morrison 06 2022-11-01 0.03149606 5.9
## 189 Malt 11 2022-11-01 0.15787120 7.6
## 190 Suggary 02 2022-11-01 0.17621145 6.5
## 191 Waugh sanct. 07 2022-11-01 0.05361791 7.3
## 192 Dempsey 12 2022-11-01 0.03488996 7.8# Attention à prendre le tableau "Period1" pour les graphiques de 1990
# plutôt que le tableau "Pok2001.2022".
ggplot() +
# Placer d'abord les points de la série "Period1":
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
# Ajouter les points pour la série "Period2"
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
# Contrôler la couleur des séries
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
# Contrôler les symboles des séries
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
# Ajuster les titres
labs(title="Relation entre Température et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
# Utiliser un fond blanc
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
# Montrer la relation pH vs. precip en distinguant les stations
ggplot(data=Pok2001.2022, aes(x=precip.tot.14jours, y=pH_units,
color=Station2, shape=Station2)) +
scale_shape_manual(values=1:nlevels(Pok2001.2022$Station2)) +
geom_point() +
theme_bw()## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
# Montrer la relation pH vs. precip en distinguant les périodes
ggplot(data=Pok2001.2022, aes(x=precip.tot.14jours, y=pH_units,
color=Period, shape=Period)) +
geom_point() +
theme_bw()## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
# La disposition des points reste la même, mais on voit qu'il a plus plu
# en 2021-2022 qu'en 2001-2002.# Montrer la relation pH vs. precip en distinguant les ordre
# Ici, il faut utiliser "as.factor" pour convertir à la volée la
# variable "Ordre" qui est de classe (type) "num" en facteur.
ggplot(data=Pok2001.2022, aes(x=precip.tot.14jours, y=pH_units,
color=as.factor(Ordre), shape=as.factor(Ordre))) +
# Utiliser "geom_jitter" pour décaler les points de gauche à droite et ainsi
# éviter que des points soient cachés derrière d'autres.
geom_jitter() +
theme_bw()## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
# On voit que les stations d'ordre 4 ou 5 ont généralement des valeurs
# de pH plus élevées que les stations d'ordre 3.log10(Pok2001.2022$E.coli)## [1] 1.0000000 1.9030900 1.4771213 1.0000000 2.4313638 1.6989700 1.0000000
## [8] 1.3010300 1.0000000 1.0000000 1.4771213 2.0413927 1.0000000 1.6989700
## [15] 2.0791812 1.9542425 1.3010300 1.9030900 2.6334685 1.3010300 2.0413927
## [22] 2.3222193 1.0000000 2.3979400 2.7242759 2.9190781 2.0791812 3.0934217
## [29] 3.3010300 2.3424227 2.1760913 2.1760913 2.7708520 2.1760913 2.8195439
## [36] 2.2787536 2.1461280 1.3010300 1.0000000 1.0000000 2.4913617 1.6989700
## [43] 1.3010300 1.0000000 2.0000000 1.4771213 2.6812412 1.4771213 1.0000000
## [50] 1.4771213 1.7781513 1.0000000 1.3010300 1.0000000 1.0000000 2.8195439
## [57] 1.9030900 1.3979400 1.0000000 1.0000000 1.4771213 1.0000000 1.0000000
## [64] 1.3010300 1.0000000 2.2552725 1.9030900 1.3010300 2.4913617 1.1760913
## [71] 2.6127839 1.4771213 1.0000000 1.3979400 1.0000000 2.8450980 1.4771213
## [78] 1.6020600 2.1760913 1.0000000 1.3010300 1.0000000 1.9542425 1.3010300
## [85] 1.0000000 1.0000000 1.0000000 1.0000000 1.6989700 1.6020600 1.0000000
## [92] 1.0000000 1.4771213 1.0000000 1.0000000 1.0000000 1.3010300 1.7160033
## [99] 1.8692317 1.9912261 1.7160033 1.8750613 1.4771213 1.0000000 1.8750613
## [106] 1.9912261 1.0000000 1.3010300 1.5943926 2.3727279 1.8344207 1.6954817
## [113] 1.7363965 2.1711412 2.0711453 1.8615344 1.4082400 1.8305887 1.8469553
## [120] 1.1931246 1.6201361 1.3909351 1.6730209 2.1316187 1.4698220 1.7387806
## [127] 1.5717088 1.9818186 1.7972675 1.5502284 1.0334238 1.4393327 1.2041200
## [134] 0.8692317 1.2988531 1.0827854 1.6009729 1.6821451 1.5843312 1.7160033
## [141] 1.3856063 1.4698220 1.5378191 1.1643529 1.7604225 2.1251558 1.8469553
## [148] 1.4393327 1.5145478 1.6201361 1.7767012 1.9571282 1.9698816 1.8870544
## [155] 1.3579348 2.6887757 1.9138139 3.0196147 2.0588055 2.8367670 1.8394780
## [162] 1.6042261 1.9444827 2.3946268 1.8469553 2.2360331 0.7160033 2.0831441
## [169] 1.6884198 1.6444386 1.7715875 1.3820170 1.7604225 1.6757783 0.7160033
## [176] 0.9867717 1.8175654 1.6812412 1.1271048 0.9242793 1.3909351 2.0618293
## [183] 0.7160033 0.4913617 1.8591383 1.3074960 1.5717088 1.6009729 1.6532125
## [190] 0.9294189 2.3970705 1.7307823# Temp_eau_YSI_degC
# Oxyg_dissous_YSI_mg_L
# Conductivity_microS_cm
# pH_units
# Turbidity_NTU
# Colour_TCU
# Carbon_Total_Organic_mg_L
# E.coli_MPN_100.mL
# Phosphorus_Total_mg_L
# Nitrate_as_N_mg_L
#
names(Pok2001.2022)## [1] "Date" "Station"
## [3] "Station2" "AnalysisSurfaceWater"
## [5] "RPCSampleID" "ClientSampleID"
## [7] "DateSampled" "Sodium_mg_L"
## [9] "Potassium_mg_L" "Calcium_mgL"
## [11] "Magnesium_mg_L" "AlkalinityCaCO3_mg_L"
## [13] "Chloride_mg_L" "Fluoride_mg_L"
## [15] "Sulfate_mg_L" "Bromine_mg_L"
## [17] "Ammonia_as_N_mg_L" "Unionized_20degC_mg_L"
## [19] "NitrateNitrite_asN_mg_L" "Nitrite_as_N_mg_L"
## [21] "Nitrate_as_N_mg_L" "Nitrogen_Total_mg_L"
## [23] "Phosphorus_Total_mg_L" "Carbon_Total_Organic_mg_L"
## [25] "Colour_TCU" "Conductivity_microS_cm"
## [27] "pH_units" "Turbidity_NTU"
## [29] "Bicarbonate_as_CaCO3_mg_L" "Carbonate_as_CaCO3_mg_L"
## [31] "Hardness_as_CaCO3_mg_L" "TDS_calc_mg_L"
## [33] "Saturation_pH_20degC_units" "Langelier_Index_20degC"
## [35] "AnalysisSurfaceWater.1" "RPCSampleID.1"
## [37] "ClientSampleID2" "DateSampled2"
## [39] "Analytes_Units" "Aluminum_mg_L"
## [41] "Antimony_mg_L" "Arsenic_mg_L"
## [43] "Barium_mg_L" "Beryllium_mg_L"
## [45] "Bismuth_mg_L" "Boron_mg_L"
## [47] "Cadmium_mg_L" "Calcium_mg_L"
## [49] "Chromium_mg_L" "Cobalt_mg_L"
## [51] "Copper_mg_L" "Iron_mg_L"
## [53] "Lead_mg_L" "Lithium_mg_L"
## [55] "Magnesium_mg_L.1" "Manganese_mg_L"
## [57] "Molybdenum_mg_L" "Nickel_mg_L"
## [59] "Potassium_mg_L.1" "Rubidium_mg_L"
## [61] "Selenium_mg_L" "Silver_mg_L"
## [63] "Sodium_mg_L.1" "Strontium_mg_L"
## [65] "Tellurium_mg_L" "Thallium_mg_L"
## [67] "Tin_mg_L" "Uranium_mg_L"
## [69] "Vanadium_mg_L" "Zinc_mg_L"
## [71] "MicrobiologicalExaminationWater" "RPCSampleID3"
## [73] "ClientsampleID3" "Datesampled3"
## [75] "Time.Sampled" "E.coli_MPN_100.mL"
## [77] "Temp_eau_YSI_degC" "Oxyg_dissous_YSI_mg_L"
## [79] "Cond_YSI_mS_cm" "NOX_mg_L"
## [81] "TKN_mg_L" "TP_L_mg_L"
## [83] "SS_mg_L" "Year"
## [85] "Period" "Campagne"
## [87] "POK_no" "Nom"
## [89] "Lat" "Long"
## [91] "Ordre" "Ordre1_m_amont"
## [93] "Ordre2_m_amont" "Ordre3_m_amont"
## [95] "Ordre4_m_amont" "Ordre5_m_amont"
## [97] "Somme_ordre_1.5" "Dist_amont_station_m"
## [99] "Longueur_totale_m_ordre1" "Longueur_totale_m_ordre2"
## [101] "Longueur_totale_m_ordre3" "Longueur_totale_m_ordre4"
## [103] "Longueur_totale_m_ordre5" "Longueur_totale_m_sous_bassin"
## [105] "Proportion_ordre1" "Proportion_ordre2"
## [107] "Proportion_ordre3" "Proportion_ordre4"
## [109] "Proportion_ordre5" "sup_km2_sbv"
## [111] "sup_drainee_km2_sbv" "longueur_route_km_sbv"
## [113] "WA_km2_supdrainee_2020" "WL_km2_supdrainee_2020"
## [115] "NF_km2_supdrainee_2020" "FO_km2_supdrainee_2020"
## [117] "AGR_km2_supdrainee_2020" "IND_km2_supdrainee_2020"
## [119] "INF_km2_supdrainee_2020" "SET_km2_supdrainee_2020"
## [121] "REC_km2_supdrainee_2020" "WIL_km2_supdrainee_2020"
## [123] "C_km2_supdrainee_2020" "F_km2_supdrainee_2020"
## [125] "N_km2_supdrainee_2020" "B_km2_supdrainee_2020"
## [127] "NULL_km2_supdrainee_2020" "WA_km2_supdrainee_1990"
## [129] "WL_km2_supdrainee_1990" "NF_km2_supdrainee_1990"
## [131] "FO_km2_supdrainee_1990" "AGR_km2_supdrainee_1990"
## [133] "IND_km2_supdrainee_1990" "INF_km2_supdrainee_1990"
## [135] "SET_km2_supdrainee_1990" "C_km2_supdrainee_1990"
## [137] "F_km2_supdrainee_1990" "N_km2_supdrainee_1990"
## [139] "B_km2_supdrainee_1990" "NULL_km2_supdrainee_1990"
## [141] "fraction.drainee" "Longitude"
## [143] "Latitude" "Station_meteo"
## [145] "ID_climatologique" "Annee"
## [147] "Mois" "Jour"
## [149] "QualiteDonnees" "temp_max_C"
## [151] "Temp_max_indic" "temp_min_C"
## [153] "temp_min_indic" "temp_moy_C"
## [155] "temp_moy_indic" "DJC_C"
## [157] "DJC_indic" "DJR_C"
## [159] "DJR_indic" "pluie_tot_mm"
## [161] "pluie_tot_indic" "neige_tot_cm"
## [163] "neige_tot_indic" "precip_tot_mm"
## [165] "precip_tot_indic" "neige_sol_cm"
## [167] "neige_sol_indic" "Dir.raf.max.10s.deg"
## [169] "Dir.raf.max.indic" "Vit.raf.max.km_h"
## [171] "Vit.raf.max.indicateur" "Tmax2jours"
## [173] "Tmax3jours" "Tmax4jours"
## [175] "Tmax5jours" "Tmax6jours"
## [177] "Tmax7jours" "Tmin2jours"
## [179] "Tmin3jours" "Tmin4jours"
## [181] "Tmin5jours" "Tmin6jours"
## [183] "Tmin7jours" "precip.tot.2jours"
## [185] "precip.tot.3jours" "precip.tot.4jours"
## [187] "precip.tot.5jours" "precip.tot.6jours"
## [189] "precip.tot.7jours" "precip.tot.14jours"
## [191] "precip.tot.21jours" "vit.vents.2jours"
## [193] "vit.vents.3jours" "vit.vents.4jours"
## [195] "vit.vents.5jours" "vit.vents.6jours"
## [197] "vit.vents.7jours" "pctAGR_supdrainee_1990"
## [199] "pctAGR_supdrainee_2020" "pctIND_supdrainee_1990"
## [201] "pctIND_supdrainee_2020" "pctINF_supdrainee_1990"
## [203] "pctINF_supdrainee_2020" "pctSET_km2_supdrainee_1990"
## [205] "pctSET_supdrainee_2020" "pctREC_supdrainee_2020"
## [207] "pctWIL_supdrainee_2020"NF: Non forêts
# Crée la variable pourcentage
Period1$pctNF_supdrainee_1990 = Period1$NF_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctNF_supdrainee_2020 = Period1$NF_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvnon_foret_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctNF_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.05778240 11.5
## 2 Morrison 06 2001-08-01 0.06876640 10.2
## 3 Malt 11 2001-08-01 0.06655931 25.2
## 4 Suggary 02 2001-08-01 0.11570248 14.4
## 5 Waugh sanct. 07 2001-08-01 0.02857143 10.8
## 6 Dempsey 12 2001-08-01 0.08033106 20.4
## 7 Branche sud aval 03 2001-08-01 0.08344378 13.5
## 8 Sewell 08 2001-08-01 0.16993243 12.8
## 9 Pok amont 04 2001-08-01 0.19026825 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 9.0
## 12 Pollard 10 2001-08-01 0.35535977 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 9.3
## 14 Pollard 10 2001-08-28 0.35535977 12.0
## 15 br. sud amont 01 2001-08-28 0.05778240 10.0
## 16 Morrison 06 2001-08-28 0.06876640 NaN
## 17 Malt 11 2001-08-28 0.06655931 8.8
## 18 Suggary 02 2001-08-28 0.11570248 13.0
## 19 Waugh sanct. 07 2001-08-28 0.02857143 10.6
## 20 Dempsey 12 2001-08-28 0.08033106 13.5
## 21 Branche sud aval 03 2001-08-28 0.08344378 11.5
## 22 Sewell 08 2001-08-28 0.16993243 13.5
## 23 Pok amont 04 2001-08-28 0.19026825 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 10.9
## 25 Pok amont 04 2001-09-26 0.19026825 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 11.8
## 28 Pollard 10 2001-09-26 0.35535977 12.7
## 29 br. sud amont 01 2001-09-26 0.05778240 11.5
## 30 Morrison 06 2001-09-26 0.06876640 11.2
## 31 Malt 11 2001-09-26 0.06655931 9.3
## 32 Suggary 02 2001-09-26 0.11570248 12.9
## 33 Waugh sanct. 07 2001-09-26 0.02857143 10.4
## 34 Dempsey 12 2001-09-26 0.08033106 13.4
## 35 Branche sud aval 03 2001-09-26 0.08344378 12.0
## 36 Sewell 08 2001-09-26 0.16993243 12.9
## 37 Sewell 08 2001-10-31 0.16993243 1.4
## 38 Pok amont 04 2001-10-31 0.19026825 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 3.0
## 40 Morrison 06 2001-10-31 0.06876640 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 2.1
## 42 Pollard 10 2001-10-31 0.35535977 3.3
## 43 br. sud amont 01 2001-10-31 0.05778240 2.7
## 44 Dempsey 12 2001-10-31 0.08033106 3.9
## 45 Malt 11 2001-10-31 0.06655931 4.8
## 46 Suggary 02 2001-10-31 0.11570248 2.1
## 47 Waugh sanct. 07 2001-10-31 0.02857143 2.7
## 48 Branche sud aval 03 2001-10-31 0.08344378 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 17.5
## 50 Branche sud aval 03 2002-07-29 0.08344378 15.7
## 51 Sewell 08 2002-07-29 0.16993243 16.8
## 52 Pok amont 04 2002-07-29 0.19026825 13.3
## 53 br. sud amont 01 2002-07-29 0.05778240 14.7
## 54 Morrison 06 2002-07-29 0.06876640 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 17.4
## 56 Pollard 10 2002-07-29 0.35535977 17.0
## 57 Waugh sanct. 07 2002-07-29 0.02857143 16.4
## 58 Dempsey 12 2002-07-29 0.08033106 15.6
## 59 Malt 11 2002-07-29 0.06655931 14.9
## 60 Suggary 02 2002-07-29 0.11570248 17.9
## 61 Pok amont 04 2002-08-28 0.19026825 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 10.2
## 63 Dempsey 12 2002-08-28 0.08033106 13.2
## 64 Branche sud aval 03 2002-08-28 0.08344378 11.3
## 65 Sewell 08 2002-08-28 0.16993243 13.1
## 66 Pollard 10 2002-08-28 0.35535977 11.1
## 67 br. sud amont 01 2002-08-28 0.05778240 11.1
## 68 Morrison 06 2002-08-28 0.06876640 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 12.9
## 70 Suggary 02 2002-08-28 0.11570248 10.6
## 71 Waugh sanct. 07 2002-08-28 0.02857143 10.1
## 72 Malt 11 2002-08-28 0.06655931 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 10.7
## 74 Sewell 08 2002-10-02 0.16993243 12.7
## 75 Pok amont 04 2002-10-02 0.19026825 7.8
## 76 Waugh sanct. 07 2002-10-02 0.02857143 10.7
## 77 Dempsey 12 2002-10-02 0.08033106 11.1
## 78 Branche sud aval 03 2002-10-02 0.08344378 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 12.9
## 80 Pollard 10 2002-10-02 0.35535977 10.8
## 81 br. sud amont 01 2002-10-02 0.05778240 11.0
## 82 Morrison 06 2002-10-02 0.06876640 10.5
## 83 Malt 11 2002-10-02 0.06655931 7.8
## 84 Suggary 02 2002-10-02 0.11570248 10.3
## 85 Pok amont 04 2002-10-31 0.19026825 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 2.7
## 87 Branche sud aval 03 2002-10-31 0.08344378 NaN
## 88 Sewell 08 2002-10-31 0.16993243 1.6
## 89 Suggary 02 2002-10-31 0.11570248 2.7
## 90 Waugh sanct. 07 2002-10-31 0.02857143 2.7
## 91 Dempsey 12 2002-10-31 0.08033106 3.3
## 92 Morrison 06 2002-10-31 0.06876640 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 2.3
## 94 Pollard 10 2002-10-31 0.35535977 2.7
## 95 br. sud amont 01 2002-10-31 0.05778240 2.5
## 96 Malt 11 2002-10-31 0.06655931 4.4subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctNF_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.11140031 11.5
## 98 Dempsey 12 2021-07-28 0.06824147 16.1
## 99 Branche sud aval 03 2021-07-28 0.08212560 15.5
## 100 Sewell 08 2021-07-28 0.07747934 14.2
## 101 Waugh sanct. 07 2021-07-28 0.04285714 12.1
## 102 br. sud amont 01 2021-07-28 0.11051607 14.0
## 103 Morrison 06 2021-07-28 0.15779221 15.7
## 104 Malt 11 2021-07-28 0.17432432 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 16.9
## 106 Pollard 10 2021-07-28 0.19103774 14.6
## 107 Pok amont 04 2021-07-28 0.28354204 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 11.9
## 109 Malt 11 2021-08-31 0.19103774 12.0
## 110 Suggary 02 2021-08-31 0.35756241 11.0
## 111 Waugh sanct. 07 2021-08-31 0.11140031 12.8
## 112 Dempsey 12 2021-08-31 0.06824147 15.0
## 113 Branche sud aval 03 2021-08-31 0.08212560 15.0
## 114 Sewell 08 2021-08-31 0.07747934 14.6
## 115 Pollard 10 2021-08-31 0.04285714 15.7
## 116 br. sud amont 01 2021-08-31 0.11051607 13.7
## 117 Morrison 06 2021-08-31 0.15779221 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 16.4
## 120 Pok amont 04 2021-08-31 0.28354204 10.8
## 121 Suggary 02 2021-10-05 0.26200873 6.3
## 122 Morrison 06 2021-10-05 0.19103774 7.0
## 123 Malt 11 2021-10-05 0.28354204 8.5
## 124 Sewell 08 2021-10-05 0.35756241 8.0
## 125 Waugh sanct. 07 2021-10-05 0.11140031 9.0
## 126 Dempsey 12 2021-10-05 0.06824147 8.7
## 127 Branche sud aval 03 2021-10-05 0.08212560 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 7.9
## 129 Pollard 10 2021-10-05 0.04285714 8.7
## 130 br. sud amont 01 2021-10-05 0.11051607 7.3
## 131 Pok amont 04 2021-10-05 0.15779221 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 6.4
## 133 Malt 11 2021-10-28 0.17432432 7.1
## 134 Suggary 02 2021-10-28 0.26200873 6.7
## 135 br. sud amont 01 2021-10-28 0.19103774 7.0
## 136 Morrison 06 2021-10-28 0.06824147 6.4
## 137 Branche sud aval 03 2021-10-28 0.28354204 6.7
## 138 Sewell 08 2021-10-28 0.35756241 7.4
## 139 Waugh sanct. 07 2021-10-28 0.11140031 7.3
## 140 Dempsey 12 2021-10-28 0.11051607 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 7.2
## 143 Pollard 10 2021-10-28 0.04285714 7.5
## 144 Pok amont 04 2021-10-28 0.15779221 7.2
## 145 Pollard 10 2022-07-28 0.19103774 14.2
## 146 Morrison 06 2022-07-28 0.15779221 13.3
## 147 Malt 11 2022-07-28 0.17432432 12.9
## 148 Suggary 02 2022-07-28 0.26200873 11.4
## 149 br. sud amont 01 2022-07-28 0.11140031 14.9
## 150 Dempsey 12 2022-07-28 0.06824147 15.3
## 151 Branche sud aval 03 2022-07-28 0.28354204 15.5
## 152 Sewell 08 2022-07-28 0.35756241 15.1
## 153 Waugh sanct. 07 2022-07-28 0.04285714 13.1
## 154 Pok amont 04 2022-07-28 0.11051607 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 16.2
## 158 Pollard 10 2022-09-01 0.19103774 15.1
## 159 br. sud amont 01 2022-09-01 0.11051607 14.8
## 160 Morrison 06 2022-09-01 0.15779221 15.0
## 161 Malt 11 2022-09-01 0.17432432 12.3
## 162 Suggary 02 2022-09-01 0.35756241 11.9
## 163 Waugh sanct. 07 2022-09-01 0.11140031 14.0
## 164 Dempsey 12 2022-09-01 0.06824147 15.0
## 165 Branche sud aval 03 2022-09-01 0.28354204 16.2
## 166 Sewell 08 2022-09-01 0.07747934 15.9
## 167 Pok amont 04 2022-09-01 0.04285714 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 12.9
## 169 Sewell 08 2022-10-03 0.19103774 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 6.5
## 172 Pollard 10 2022-10-03 0.04285714 6.5
## 173 br. sud amont 01 2022-10-03 0.11051607 5.6
## 174 Morrison 06 2022-10-03 0.15779221 4.7
## 175 Malt 11 2022-10-03 0.28354204 7.9
## 176 Suggary 02 2022-10-03 0.35756241 4.5
## 177 Waugh sanct. 07 2022-10-03 0.11140031 6.3
## 178 Dempsey 12 2022-10-03 0.06824147 6.0
## 179 Branche sud aval 03 2022-10-03 0.08212560 6.2
## 180 Pok amont 04 2022-10-03 0.07747934 6.5
## 181 Branche sud aval 03 2022-11-01 0.26200873 6.5
## 182 Sewell 08 2022-11-01 0.19103774 7.1
## 183 Pok amont 04 2022-11-01 0.15779221 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 7.4
## 186 Pollard 10 2022-11-01 0.04285714 8.0
## 187 br. sud amont 01 2022-11-01 0.11051607 7.0
## 188 Morrison 06 2022-11-01 0.06824147 5.9
## 189 Malt 11 2022-11-01 0.28354204 7.6
## 190 Suggary 02 2022-11-01 0.35756241 6.5
## 191 Waugh sanct. 07 2022-11-01 0.11140031 7.3
## 192 Dempsey 12 2022-11-01 0.08212560 7.8ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et la variable non forêt en 1990",
x="Non forêt (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
non_foret_vs_Oxygène
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctNF_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.05778240 11.30
## 2 Morrison 06 2001-08-01 0.06876640 10.60
## 3 Malt 11 2001-08-01 0.06655931 11.80
## 4 Suggary 02 2001-08-01 0.11570248 10.50
## 5 Waugh sanct. 07 2001-08-01 0.02857143 10.40
## 6 Dempsey 12 2001-08-01 0.08033106 8.10
## 7 Branche sud aval 03 2001-08-01 0.08344378 11.00
## 8 Sewell 08 2001-08-01 0.16993243 11.10
## 9 Pok amont 04 2001-08-01 0.19026825 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 12.10
## 12 Pollard 10 2001-08-01 0.35535977 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 10.60
## 14 Pollard 10 2001-08-28 0.35535977 9.60
## 15 br. sud amont 01 2001-08-28 0.05778240 10.12
## 16 Morrison 06 2001-08-28 0.06876640 NaN
## 17 Malt 11 2001-08-28 0.06655931 10.60
## 18 Suggary 02 2001-08-28 0.11570248 9.45
## 19 Waugh sanct. 07 2001-08-28 0.02857143 10.00
## 20 Dempsey 12 2001-08-28 0.08033106 8.80
## 21 Branche sud aval 03 2001-08-28 0.08344378 10.00
## 22 Sewell 08 2001-08-28 0.16993243 9.40
## 23 Pok amont 04 2001-08-28 0.19026825 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 10.00
## 25 Pok amont 04 2001-09-26 0.19026825 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 8.51
## 28 Pollard 10 2001-09-26 0.35535977 8.40
## 29 br. sud amont 01 2001-09-26 0.05778240 8.50
## 30 Morrison 06 2001-09-26 0.06876640 8.60
## 31 Malt 11 2001-09-26 0.06655931 9.00
## 32 Suggary 02 2001-09-26 0.11570248 8.44
## 33 Waugh sanct. 07 2001-09-26 0.02857143 8.62
## 34 Dempsey 12 2001-09-26 0.08033106 8.30
## 35 Branche sud aval 03 2001-09-26 0.08344378 9.20
## 36 Sewell 08 2001-09-26 0.16993243 7.92
## 37 Sewell 08 2001-10-31 0.16993243 7.70
## 38 Pok amont 04 2001-10-31 0.19026825 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 9.46
## 40 Morrison 06 2001-10-31 0.06876640 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 8.70
## 42 Pollard 10 2001-10-31 0.35535977 8.85
## 43 br. sud amont 01 2001-10-31 0.05778240 7.80
## 44 Dempsey 12 2001-10-31 0.08033106 8.43
## 45 Malt 11 2001-10-31 0.06655931 9.20
## 46 Suggary 02 2001-10-31 0.11570248 7.30
## 47 Waugh sanct. 07 2001-10-31 0.02857143 8.00
## 48 Branche sud aval 03 2001-10-31 0.08344378 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 8.01
## 50 Branche sud aval 03 2002-07-29 0.08344378 8.50
## 51 Sewell 08 2002-07-29 0.16993243 7.60
## 52 Pok amont 04 2002-07-29 0.19026825 8.17
## 53 br. sud amont 01 2002-07-29 0.05778240 8.65
## 54 Morrison 06 2002-07-29 0.06876640 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 7.10
## 56 Pollard 10 2002-07-29 0.35535977 7.45
## 57 Waugh sanct. 07 2002-07-29 0.02857143 7.90
## 58 Dempsey 12 2002-07-29 0.08033106 8.30
## 59 Malt 11 2002-07-29 0.06655931 8.90
## 60 Suggary 02 2002-07-29 0.11570248 8.20
## 61 Pok amont 04 2002-08-28 0.19026825 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 9.46
## 63 Dempsey 12 2002-08-28 0.08033106 8.20
## 64 Branche sud aval 03 2002-08-28 0.08344378 10.41
## 65 Sewell 08 2002-08-28 0.16993243 9.80
## 66 Pollard 10 2002-08-28 0.35535977 9.02
## 67 br. sud amont 01 2002-08-28 0.05778240 10.20
## 68 Morrison 06 2002-08-28 0.06876640 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 11.05
## 70 Suggary 02 2002-08-28 0.11570248 11.24
## 71 Waugh sanct. 07 2002-08-28 0.02857143 10.00
## 72 Malt 11 2002-08-28 0.06655931 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 4.42
## 74 Sewell 08 2002-10-02 0.16993243 6.84
## 75 Pok amont 04 2002-10-02 0.19026825 7.20
## 76 Waugh sanct. 07 2002-10-02 0.02857143 6.10
## 77 Dempsey 12 2002-10-02 0.08033106 5.70
## 78 Branche sud aval 03 2002-10-02 0.08344378 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 7.49
## 80 Pollard 10 2002-10-02 0.35535977 6.80
## 81 br. sud amont 01 2002-10-02 0.05778240 7.16
## 82 Morrison 06 2002-10-02 0.06876640 7.60
## 83 Malt 11 2002-10-02 0.06655931 6.40
## 84 Suggary 02 2002-10-02 0.11570248 8.08
## 85 Pok amont 04 2002-10-31 0.19026825 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 8.50
## 87 Branche sud aval 03 2002-10-31 0.08344378 NaN
## 88 Sewell 08 2002-10-31 0.16993243 8.30
## 89 Suggary 02 2002-10-31 0.11570248 8.60
## 90 Waugh sanct. 07 2002-10-31 0.02857143 7.00
## 91 Dempsey 12 2002-10-31 0.08033106 7.40
## 92 Morrison 06 2002-10-31 0.06876640 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 7.60
## 94 Pollard 10 2002-10-31 0.35535977 7.60
## 95 br. sud amont 01 2002-10-31 0.05778240 8.20
## 96 Malt 11 2002-10-31 0.06655931 8.00subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctNF_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.11140031 9.68
## 98 Dempsey 12 2021-07-28 0.06824147 9.38
## 99 Branche sud aval 03 2021-07-28 0.08212560 8.51
## 100 Sewell 08 2021-07-28 0.07747934 9.29
## 101 Waugh sanct. 07 2021-07-28 0.04285714 9.84
## 102 br. sud amont 01 2021-07-28 0.11051607 8.43
## 103 Morrison 06 2021-07-28 0.15779221 9.04
## 104 Malt 11 2021-07-28 0.17432432 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 8.70
## 106 Pollard 10 2021-07-28 0.19103774 9.81
## 107 Pok amont 04 2021-07-28 0.28354204 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 10.29
## 109 Malt 11 2021-08-31 0.19103774 11.07
## 110 Suggary 02 2021-08-31 0.35756241 10.16
## 111 Waugh sanct. 07 2021-08-31 0.11140031 10.03
## 112 Dempsey 12 2021-08-31 0.06824147 9.51
## 113 Branche sud aval 03 2021-08-31 0.08212560 8.83
## 114 Sewell 08 2021-08-31 0.07747934 8.18
## 115 Pollard 10 2021-08-31 0.04285714 8.15
## 116 br. sud amont 01 2021-08-31 0.11051607 7.94
## 117 Morrison 06 2021-08-31 0.15779221 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 8.54
## 120 Pok amont 04 2021-08-31 0.28354204 8.70
## 121 Suggary 02 2021-10-05 0.26200873 12.14
## 122 Morrison 06 2021-10-05 0.19103774 11.19
## 123 Malt 11 2021-10-05 0.28354204 10.27
## 124 Sewell 08 2021-10-05 0.35756241 11.17
## 125 Waugh sanct. 07 2021-10-05 0.11140031 10.42
## 126 Dempsey 12 2021-10-05 0.06824147 10.86
## 127 Branche sud aval 03 2021-10-05 0.08212560 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 10.87
## 129 Pollard 10 2021-10-05 0.04285714 11.29
## 130 br. sud amont 01 2021-10-05 0.11051607 10.74
## 131 Pok amont 04 2021-10-05 0.15779221 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 11.40
## 133 Malt 11 2021-10-28 0.17432432 10.50
## 134 Suggary 02 2021-10-28 0.26200873 11.68
## 135 br. sud amont 01 2021-10-28 0.19103774 10.93
## 136 Morrison 06 2021-10-28 0.06824147 11.66
## 137 Branche sud aval 03 2021-10-28 0.28354204 11.22
## 138 Sewell 08 2021-10-28 0.35756241 11.44
## 139 Waugh sanct. 07 2021-10-28 0.11140031 10.96
## 140 Dempsey 12 2021-10-28 0.11051607 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 10.41
## 143 Pollard 10 2021-10-28 0.04285714 10.54
## 144 Pok amont 04 2021-10-28 0.15779221 10.80
## 145 Pollard 10 2022-07-28 0.19103774 10.75
## 146 Morrison 06 2022-07-28 0.15779221 10.00
## 147 Malt 11 2022-07-28 0.17432432 11.60
## 148 Suggary 02 2022-07-28 0.26200873 11.40
## 149 br. sud amont 01 2022-07-28 0.11140031 8.64
## 150 Dempsey 12 2022-07-28 0.06824147 9.34
## 151 Branche sud aval 03 2022-07-28 0.28354204 9.55
## 152 Sewell 08 2022-07-28 0.35756241 9.50
## 153 Waugh sanct. 07 2022-07-28 0.04285714 9.90
## 154 Pok amont 04 2022-07-28 0.11051607 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 9.19
## 158 Pollard 10 2022-09-01 0.19103774 10.25
## 159 br. sud amont 01 2022-09-01 0.11051607 8.28
## 160 Morrison 06 2022-09-01 0.15779221 9.52
## 161 Malt 11 2022-09-01 0.17432432 11.08
## 162 Suggary 02 2022-09-01 0.35756241 10.24
## 163 Waugh sanct. 07 2022-09-01 0.11140031 9.22
## 164 Dempsey 12 2022-09-01 0.06824147 9.44
## 165 Branche sud aval 03 2022-09-01 0.28354204 8.95
## 166 Sewell 08 2022-09-01 0.07747934 9.02
## 167 Pok amont 04 2022-09-01 0.04285714 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 10.06
## 169 Sewell 08 2022-10-03 0.19103774 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 12.20
## 172 Pollard 10 2022-10-03 0.04285714 13.04
## 173 br. sud amont 01 2022-10-03 0.11051607 11.04
## 174 Morrison 06 2022-10-03 0.15779221 12.92
## 175 Malt 11 2022-10-03 0.28354204 12.67
## 176 Suggary 02 2022-10-03 0.35756241 13.13
## 177 Waugh sanct. 07 2022-10-03 0.11140031 12.07
## 178 Dempsey 12 2022-10-03 0.06824147 11.87
## 179 Branche sud aval 03 2022-10-03 0.08212560 12.21
## 180 Pok amont 04 2022-10-03 0.07747934 10.04
## 181 Branche sud aval 03 2022-11-01 0.26200873 12.07
## 182 Sewell 08 2022-11-01 0.19103774 12.13
## 183 Pok amont 04 2022-11-01 0.15779221 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 11.17
## 186 Pollard 10 2022-11-01 0.04285714 10.85
## 187 br. sud amont 01 2022-11-01 0.11051607 11.78
## 188 Morrison 06 2022-11-01 0.06824147 12.66
## 189 Malt 11 2022-11-01 0.28354204 11.63
## 190 Suggary 02 2022-11-01 0.35756241 12.35
## 191 Waugh sanct. 07 2022-11-01 0.11140031 9.42
## 192 Dempsey 12 2022-11-01 0.08212560 11.07ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la variable non foret et l'Oxygène dissous en 1990",
x="non foret (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
non_foret_vs_conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctNF_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.05778240 171.0
## 2 Morrison 06 2001-08-01 0.06876640 114.0
## 3 Malt 11 2001-08-01 0.06655931 108.0
## 4 Suggary 02 2001-08-01 0.11570248 118.0
## 5 Waugh sanct. 07 2001-08-01 0.02857143 133.0
## 6 Dempsey 12 2001-08-01 0.08033106 128.0
## 7 Branche sud aval 03 2001-08-01 0.08344378 115.0
## 8 Sewell 08 2001-08-01 0.16993243 134.0
## 9 Pok amont 04 2001-08-01 0.19026825 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 100.0
## 12 Pollard 10 2001-08-01 0.35535977 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 105.0
## 14 Pollard 10 2001-08-28 0.35535977 162.0
## 15 br. sud amont 01 2001-08-28 0.05778240 177.0
## 16 Morrison 06 2001-08-28 0.06876640 115.0
## 17 Malt 11 2001-08-28 0.06655931 90.3
## 18 Suggary 02 2001-08-28 0.11570248 119.0
## 19 Waugh sanct. 07 2001-08-28 0.02857143 132.0
## 20 Dempsey 12 2001-08-28 0.08033106 129.0
## 21 Branche sud aval 03 2001-08-28 0.08344378 113.0
## 22 Sewell 08 2001-08-28 0.16993243 150.0
## 23 Pok amont 04 2001-08-28 0.19026825 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 112.0
## 25 Pok amont 04 2001-09-26 0.19026825 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 111.0
## 28 Pollard 10 2001-09-26 0.35535977 153.5
## 29 br. sud amont 01 2001-09-26 0.05778240 158.0
## 30 Morrison 06 2001-09-26 0.06876640 117.0
## 31 Malt 11 2001-09-26 0.06655931 97.7
## 32 Suggary 02 2001-09-26 0.11570248 139.0
## 33 Waugh sanct. 07 2001-09-26 0.02857143 136.0
## 34 Dempsey 12 2001-09-26 0.08033106 137.0
## 35 Branche sud aval 03 2001-09-26 0.08344378 123.0
## 36 Sewell 08 2001-09-26 0.16993243 173.0
## 37 Sewell 08 2001-10-31 0.16993243 111.0
## 38 Pok amont 04 2001-10-31 0.19026825 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 112.0
## 40 Morrison 06 2001-10-31 0.06876640 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 87.2
## 42 Pollard 10 2001-10-31 0.35535977 164.0
## 43 br. sud amont 01 2001-10-31 0.05778240 162.0
## 44 Dempsey 12 2001-10-31 0.08033106 128.0
## 45 Malt 11 2001-10-31 0.06655931 98.8
## 46 Suggary 02 2001-10-31 0.11570248 120.0
## 47 Waugh sanct. 07 2001-10-31 0.02857143 102.0
## 48 Branche sud aval 03 2001-10-31 0.08344378 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 112.0
## 50 Branche sud aval 03 2002-07-29 0.08344378 116.0
## 51 Sewell 08 2002-07-29 0.16993243 139.0
## 52 Pok amont 04 2002-07-29 0.19026825 57.1
## 53 br. sud amont 01 2002-07-29 0.05778240 148.0
## 54 Morrison 06 2002-07-29 0.06876640 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 105.0
## 56 Pollard 10 2002-07-29 0.35535977 162.0
## 57 Waugh sanct. 07 2002-07-29 0.02857143 133.0
## 58 Dempsey 12 2002-07-29 0.08033106 143.0
## 59 Malt 11 2002-07-29 0.06655931 96.6
## 60 Suggary 02 2002-07-29 0.11570248 110.0
## 61 Pok amont 04 2002-08-28 0.19026825 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 115.0
## 63 Dempsey 12 2002-08-28 0.08033106 144.0
## 64 Branche sud aval 03 2002-08-28 0.08344378 121.0
## 65 Sewell 08 2002-08-28 0.16993243 168.0
## 66 Pollard 10 2002-08-28 0.35535977 164.0
## 67 br. sud amont 01 2002-08-28 0.05778240 185.0
## 68 Morrison 06 2002-08-28 0.06876640 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 111.0
## 70 Suggary 02 2002-08-28 0.11570248 110.5
## 71 Waugh sanct. 07 2002-08-28 0.02857143 135.0
## 72 Malt 11 2002-08-28 0.06655931 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 120.0
## 74 Sewell 08 2002-10-02 0.16993243 158.0
## 75 Pok amont 04 2002-10-02 0.19026825 69.4
## 76 Waugh sanct. 07 2002-10-02 0.02857143 148.0
## 77 Dempsey 12 2002-10-02 0.08033106 145.0
## 78 Branche sud aval 03 2002-10-02 0.08344378 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 108.0
## 80 Pollard 10 2002-10-02 0.35535977 176.0
## 81 br. sud amont 01 2002-10-02 0.05778240 194.0
## 82 Morrison 06 2002-10-02 0.06876640 128.0
## 83 Malt 11 2002-10-02 0.06655931 106.0
## 84 Suggary 02 2002-10-02 0.11570248 114.0
## 85 Pok amont 04 2002-10-31 0.19026825 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 122.0
## 87 Branche sud aval 03 2002-10-31 0.08344378 126.0
## 88 Sewell 08 2002-10-31 0.16993243 120.0
## 89 Suggary 02 2002-10-31 0.11570248 118.0
## 90 Waugh sanct. 07 2002-10-31 0.02857143 129.0
## 91 Dempsey 12 2002-10-31 0.08033106 141.0
## 92 Morrison 06 2002-10-31 0.06876640 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 103.0
## 94 Pollard 10 2002-10-31 0.35535977 176.0
## 95 br. sud amont 01 2002-10-31 0.05778240 175.5
## 96 Malt 11 2002-10-31 0.06655931 107.0subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctNF_supdrainee_2020 Conductivity_microS_cm
## 97 Suggary 02 2021-07-28 0.11140031 109
## 98 Dempsey 12 2021-07-28 0.06824147 139
## 99 Branche sud aval 03 2021-07-28 0.08212560 119
## 100 Sewell 08 2021-07-28 0.07747934 131
## 101 Waugh sanct. 07 2021-07-28 0.04285714 128
## 102 br. sud amont 01 2021-07-28 0.11051607 177
## 103 Morrison 06 2021-07-28 0.15779221 122
## 104 Malt 11 2021-07-28 0.17432432 90
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 115
## 106 Pollard 10 2021-07-28 0.19103774 166
## 107 Pok amont 04 2021-07-28 0.28354204 60
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 109
## 109 Malt 11 2021-08-31 0.19103774 96
## 110 Suggary 02 2021-08-31 0.35756241 116
## 111 Waugh sanct. 07 2021-08-31 0.11140031 138
## 112 Dempsey 12 2021-08-31 0.06824147 152
## 113 Branche sud aval 03 2021-08-31 0.08212560 125
## 114 Sewell 08 2021-08-31 0.07747934 161
## 115 Pollard 10 2021-08-31 0.04285714 196
## 116 br. sud amont 01 2021-08-31 0.11051607 199
## 117 Morrison 06 2021-08-31 0.15779221 129
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 118
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 114
## 120 Pok amont 04 2021-08-31 0.28354204 70
## 121 Suggary 02 2021-10-05 0.26200873 98
## 122 Morrison 06 2021-10-05 0.19103774 114
## 123 Malt 11 2021-10-05 0.28354204 74
## 124 Sewell 08 2021-10-05 0.35756241 72
## 125 Waugh sanct. 07 2021-10-05 0.11140031 70
## 126 Dempsey 12 2021-10-05 0.06824147 96
## 127 Branche sud aval 03 2021-10-05 0.08212560 86
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 90
## 129 Pollard 10 2021-10-05 0.04285714 128
## 130 br. sud amont 01 2021-10-05 0.11051607 91
## 131 Pok amont 04 2021-10-05 0.15779221 52
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 95
## 133 Malt 11 2021-10-28 0.17432432 80
## 134 Suggary 02 2021-10-28 0.26200873 100
## 135 br. sud amont 01 2021-10-28 0.19103774 114
## 136 Morrison 06 2021-10-28 0.06824147 118
## 137 Branche sud aval 03 2021-10-28 0.28354204 97
## 138 Sewell 08 2021-10-28 0.35756241 81
## 139 Waugh sanct. 07 2021-10-28 0.11140031 88
## 140 Dempsey 12 2021-10-28 0.11051607 113
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 102
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 97
## 143 Pollard 10 2021-10-28 0.04285714 139
## 144 Pok amont 04 2021-10-28 0.15779221 54
## 145 Pollard 10 2022-07-28 0.19103774 163
## 146 Morrison 06 2022-07-28 0.15779221 119
## 147 Malt 11 2022-07-28 0.17432432 88
## 148 Suggary 02 2022-07-28 0.26200873 107
## 149 br. sud amont 01 2022-07-28 0.11140031 161
## 150 Dempsey 12 2022-07-28 0.06824147 134
## 151 Branche sud aval 03 2022-07-28 0.28354204 113
## 152 Sewell 08 2022-07-28 0.35756241 113
## 153 Waugh sanct. 07 2022-07-28 0.04285714 126
## 154 Pok amont 04 2022-07-28 0.11051607 59
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 108
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 113
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 107
## 158 Pollard 10 2022-09-01 0.19103774 178
## 159 br. sud amont 01 2022-09-01 0.11051607 180
## 160 Morrison 06 2022-09-01 0.15779221 117
## 161 Malt 11 2022-09-01 0.17432432 88
## 162 Suggary 02 2022-09-01 0.35756241 104
## 163 Waugh sanct. 07 2022-09-01 0.11140031 114
## 164 Dempsey 12 2022-09-01 0.06824147 137
## 165 Branche sud aval 03 2022-09-01 0.28354204 117
## 166 Sewell 08 2022-09-01 0.07747934 116
## 167 Pok amont 04 2022-09-01 0.04285714 63
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 108
## 169 Sewell 08 2022-10-03 0.19103774 114
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 113
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 94
## 172 Pollard 10 2022-10-03 0.04285714 179
## 173 br. sud amont 01 2022-10-03 0.11051607 182
## 174 Morrison 06 2022-10-03 0.15779221 120
## 175 Malt 11 2022-10-03 0.28354204 95
## 176 Suggary 02 2022-10-03 0.35756241 107
## 177 Waugh sanct. 07 2022-10-03 0.11140031 114
## 178 Dempsey 12 2022-10-03 0.06824147 143
## 179 Branche sud aval 03 2022-10-03 0.08212560 118
## 180 Pok amont 04 2022-10-03 0.07747934 64
## 181 Branche sud aval 03 2022-11-01 0.26200873 112
## 182 Sewell 08 2022-11-01 0.19103774 92
## 183 Pok amont 04 2022-11-01 0.15779221 69
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 112
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 92
## 186 Pollard 10 2022-11-01 0.04285714 177
## 187 br. sud amont 01 2022-11-01 0.11051607 144
## 188 Morrison 06 2022-11-01 0.06824147 125
## 189 Malt 11 2022-11-01 0.28354204 91
## 190 Suggary 02 2022-11-01 0.35756241 108
## 191 Waugh sanct. 07 2022-11-01 0.11140031 92
## 192 Dempsey 12 2022-11-01 0.08212560 136ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et la variable non foret ",
x="non foret (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
non_foret_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,pH_units))## Station2 Date pctNF_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.05778240 8.200
## 2 Morrison 06 2001-08-01 0.06876640 7.950
## 3 Malt 11 2001-08-01 0.06655931 7.860
## 4 Suggary 02 2001-08-01 0.11570248 8.020
## 5 Waugh sanct. 07 2001-08-01 0.02857143 7.970
## 6 Dempsey 12 2001-08-01 0.08033106 7.960
## 7 Branche sud aval 03 2001-08-01 0.08344378 8.030
## 8 Sewell 08 2001-08-01 0.16993243 8.020
## 9 Pok amont 04 2001-08-01 0.19026825 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 7.860
## 12 Pollard 10 2001-08-01 0.35535977 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 7.910
## 14 Pollard 10 2001-08-28 0.35535977 7.860
## 15 br. sud amont 01 2001-08-28 0.05778240 7.980
## 16 Morrison 06 2001-08-28 0.06876640 7.940
## 17 Malt 11 2001-08-28 0.06655931 7.460
## 18 Suggary 02 2001-08-28 0.11570248 7.880
## 19 Waugh sanct. 07 2001-08-28 0.02857143 7.890
## 20 Dempsey 12 2001-08-28 0.08033106 7.760
## 21 Branche sud aval 03 2001-08-28 0.08344378 7.890
## 22 Sewell 08 2001-08-28 0.16993243 7.900
## 23 Pok amont 04 2001-08-28 0.19026825 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 7.770
## 25 Pok amont 04 2001-09-26 0.19026825 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 7.870
## 28 Pollard 10 2001-09-26 0.35535977 7.850
## 29 br. sud amont 01 2001-09-26 0.05778240 8.050
## 30 Morrison 06 2001-09-26 0.06876640 8.020
## 31 Malt 11 2001-09-26 0.06655931 7.710
## 32 Suggary 02 2001-09-26 0.11570248 8.080
## 33 Waugh sanct. 07 2001-09-26 0.02857143 8.020
## 34 Dempsey 12 2001-09-26 0.08033106 7.950
## 35 Branche sud aval 03 2001-09-26 0.08344378 8.040
## 36 Sewell 08 2001-09-26 0.16993243 8.060
## 37 Sewell 08 2001-10-31 0.16993243 7.740
## 38 Pok amont 04 2001-10-31 0.19026825 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 7.950
## 40 Morrison 06 2001-10-31 0.06876640 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 7.500
## 42 Pollard 10 2001-10-31 0.35535977 7.870
## 43 br. sud amont 01 2001-10-31 0.05778240 7.960
## 44 Dempsey 12 2001-10-31 0.08033106 7.820
## 45 Malt 11 2001-10-31 0.06655931 7.530
## 46 Suggary 02 2001-10-31 0.11570248 7.650
## 47 Waugh sanct. 07 2001-10-31 0.02857143 7.410
## 48 Branche sud aval 03 2001-10-31 0.08344378 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 7.840
## 50 Branche sud aval 03 2002-07-29 0.08344378 7.870
## 51 Sewell 08 2002-07-29 0.16993243 7.840
## 52 Pok amont 04 2002-07-29 0.19026825 7.180
## 53 br. sud amont 01 2002-07-29 0.05778240 7.840
## 54 Morrison 06 2002-07-29 0.06876640 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 7.580
## 56 Pollard 10 2002-07-29 0.35535977 7.730
## 57 Waugh sanct. 07 2002-07-29 0.02857143 7.700
## 58 Dempsey 12 2002-07-29 0.08033106 7.755
## 59 Malt 11 2002-07-29 0.06655931 7.420
## 60 Suggary 02 2002-07-29 0.11570248 7.740
## 61 Pok amont 04 2002-08-28 0.19026825 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 7.800
## 63 Dempsey 12 2002-08-28 0.08033106 7.690
## 64 Branche sud aval 03 2002-08-28 0.08344378 7.850
## 65 Sewell 08 2002-08-28 0.16993243 7.920
## 66 Pollard 10 2002-08-28 0.35535977 7.730
## 67 br. sud amont 01 2002-08-28 0.05778240 8.070
## 68 Morrison 06 2002-08-28 0.06876640 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 7.790
## 70 Suggary 02 2002-08-28 0.11570248 7.815
## 71 Waugh sanct. 07 2002-08-28 0.02857143 7.750
## 72 Malt 11 2002-08-28 0.06655931 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 7.830
## 74 Sewell 08 2002-10-02 0.16993243 7.820
## 75 Pok amont 04 2002-10-02 0.19026825 7.270
## 76 Waugh sanct. 07 2002-10-02 0.02857143 7.760
## 77 Dempsey 12 2002-10-02 0.08033106 7.640
## 78 Branche sud aval 03 2002-10-02 0.08344378 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 7.650
## 80 Pollard 10 2002-10-02 0.35535977 7.720
## 81 br. sud amont 01 2002-10-02 0.05778240 7.970
## 82 Morrison 06 2002-10-02 0.06876640 7.890
## 83 Malt 11 2002-10-02 0.06655931 7.380
## 84 Suggary 02 2002-10-02 0.11570248 7.830
## 85 Pok amont 04 2002-10-31 0.19026825 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 7.820
## 87 Branche sud aval 03 2002-10-31 0.08344378 NaN
## 88 Sewell 08 2002-10-31 0.16993243 7.550
## 89 Suggary 02 2002-10-31 0.11570248 7.770
## 90 Waugh sanct. 07 2002-10-31 0.02857143 7.580
## 91 Dempsey 12 2002-10-31 0.08033106 7.690
## 92 Morrison 06 2002-10-31 0.06876640 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 7.440
## 94 Pollard 10 2002-10-31 0.35535977 7.780
## 95 br. sud amont 01 2002-10-31 0.05778240 7.865
## 96 Malt 11 2002-10-31 0.06655931 7.560subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,pH_units))## Station2 Date pctNF_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.11140031 7.5
## 98 Dempsey 12 2021-07-28 0.06824147 7.6
## 99 Branche sud aval 03 2021-07-28 0.08212560 7.6
## 100 Sewell 08 2021-07-28 0.07747934 7.7
## 101 Waugh sanct. 07 2021-07-28 0.04285714 7.6
## 102 br. sud amont 01 2021-07-28 0.11051607 7.6
## 103 Morrison 06 2021-07-28 0.15779221 7.4
## 104 Malt 11 2021-07-28 0.17432432 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 7.6
## 106 Pollard 10 2021-07-28 0.19103774 7.6
## 107 Pok amont 04 2021-07-28 0.28354204 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 7.6
## 109 Malt 11 2021-08-31 0.19103774 7.3
## 110 Suggary 02 2021-08-31 0.35756241 7.6
## 111 Waugh sanct. 07 2021-08-31 0.11140031 7.8
## 112 Dempsey 12 2021-08-31 0.06824147 7.6
## 113 Branche sud aval 03 2021-08-31 0.08212560 7.8
## 114 Sewell 08 2021-08-31 0.07747934 7.8
## 115 Pollard 10 2021-08-31 0.04285714 7.8
## 116 br. sud amont 01 2021-08-31 0.11051607 7.5
## 117 Morrison 06 2021-08-31 0.15779221 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 7.7
## 120 Pok amont 04 2021-08-31 0.28354204 7.1
## 121 Suggary 02 2021-10-05 0.26200873 7.6
## 122 Morrison 06 2021-10-05 0.19103774 7.1
## 123 Malt 11 2021-10-05 0.28354204 7.1
## 124 Sewell 08 2021-10-05 0.35756241 7.5
## 125 Waugh sanct. 07 2021-10-05 0.11140031 7.2
## 126 Dempsey 12 2021-10-05 0.06824147 7.3
## 127 Branche sud aval 03 2021-10-05 0.08212560 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 7.4
## 129 Pollard 10 2021-10-05 0.04285714 7.5
## 130 br. sud amont 01 2021-10-05 0.11051607 7.2
## 131 Pok amont 04 2021-10-05 0.15779221 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 7.2
## 133 Malt 11 2021-10-28 0.17432432 7.0
## 134 Suggary 02 2021-10-28 0.26200873 7.6
## 135 br. sud amont 01 2021-10-28 0.19103774 7.5
## 136 Morrison 06 2021-10-28 0.06824147 7.6
## 137 Branche sud aval 03 2021-10-28 0.28354204 7.6
## 138 Sewell 08 2021-10-28 0.35756241 7.5
## 139 Waugh sanct. 07 2021-10-28 0.11140031 7.5
## 140 Dempsey 12 2021-10-28 0.11051607 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 7.5
## 143 Pollard 10 2021-10-28 0.04285714 7.7
## 144 Pok amont 04 2021-10-28 0.15779221 7.5
## 145 Pollard 10 2022-07-28 0.19103774 7.7
## 146 Morrison 06 2022-07-28 0.15779221 7.8
## 147 Malt 11 2022-07-28 0.17432432 7.6
## 148 Suggary 02 2022-07-28 0.26200873 7.7
## 149 br. sud amont 01 2022-07-28 0.11140031 7.9
## 150 Dempsey 12 2022-07-28 0.06824147 7.8
## 151 Branche sud aval 03 2022-07-28 0.28354204 7.8
## 152 Sewell 08 2022-07-28 0.35756241 7.7
## 153 Waugh sanct. 07 2022-07-28 0.04285714 7.8
## 154 Pok amont 04 2022-07-28 0.11051607 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 7.8
## 158 Pollard 10 2022-09-01 0.19103774 7.8
## 159 br. sud amont 01 2022-09-01 0.11051607 8.0
## 160 Morrison 06 2022-09-01 0.15779221 8.0
## 161 Malt 11 2022-09-01 0.17432432 7.7
## 162 Suggary 02 2022-09-01 0.35756241 7.8
## 163 Waugh sanct. 07 2022-09-01 0.11140031 7.9
## 164 Dempsey 12 2022-09-01 0.06824147 7.9
## 165 Branche sud aval 03 2022-09-01 0.28354204 7.9
## 166 Sewell 08 2022-09-01 0.07747934 7.9
## 167 Pok amont 04 2022-09-01 0.04285714 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 7.8
## 169 Sewell 08 2022-10-03 0.19103774 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 7.5
## 172 Pollard 10 2022-10-03 0.04285714 7.8
## 173 br. sud amont 01 2022-10-03 0.11051607 7.9
## 174 Morrison 06 2022-10-03 0.15779221 7.9
## 175 Malt 11 2022-10-03 0.28354204 7.5
## 176 Suggary 02 2022-10-03 0.35756241 7.7
## 177 Waugh sanct. 07 2022-10-03 0.11140031 7.6
## 178 Dempsey 12 2022-10-03 0.06824147 7.7
## 179 Branche sud aval 03 2022-10-03 0.08212560 7.8
## 180 Pok amont 04 2022-10-03 0.07747934 7.1
## 181 Branche sud aval 03 2022-11-01 0.26200873 7.6
## 182 Sewell 08 2022-11-01 0.19103774 7.5
## 183 Pok amont 04 2022-11-01 0.15779221 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 7.3
## 186 Pollard 10 2022-11-01 0.04285714 7.6
## 187 br. sud amont 01 2022-11-01 0.11051607 7.5
## 188 Morrison 06 2022-11-01 0.06824147 7.8
## 189 Malt 11 2022-11-01 0.28354204 7.0
## 190 Suggary 02 2022-11-01 0.35756241 7.5
## 191 Waugh sanct. 07 2022-11-01 0.11140031 7.2
## 192 Dempsey 12 2022-11-01 0.08212560 7.4ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et la variable non_foret en 1990",
x="Non_foret (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
non_foret_vs_turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Turbidity_NTU))## Station2 Date pctNF_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.05778240 6.400
## 2 Morrison 06 2001-08-01 0.06876640 0.600
## 3 Malt 11 2001-08-01 0.06655931 1.600
## 4 Suggary 02 2001-08-01 0.11570248 0.700
## 5 Waugh sanct. 07 2001-08-01 0.02857143 1.200
## 6 Dempsey 12 2001-08-01 0.08033106 1.300
## 7 Branche sud aval 03 2001-08-01 0.08344378 0.500
## 8 Sewell 08 2001-08-01 0.16993243 1.500
## 9 Pok amont 04 2001-08-01 0.19026825 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 0.100
## 12 Pollard 10 2001-08-01 0.35535977 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 1.200
## 14 Pollard 10 2001-08-28 0.35535977 0.800
## 15 br. sud amont 01 2001-08-28 0.05778240 6.100
## 16 Morrison 06 2001-08-28 0.06876640 0.700
## 17 Malt 11 2001-08-28 0.06655931 0.500
## 18 Suggary 02 2001-08-28 0.11570248 3.500
## 19 Waugh sanct. 07 2001-08-28 0.02857143 1.000
## 20 Dempsey 12 2001-08-28 0.08033106 1.700
## 21 Branche sud aval 03 2001-08-28 0.08344378 0.900
## 22 Sewell 08 2001-08-28 0.16993243 6.500
## 23 Pok amont 04 2001-08-28 0.19026825 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 1.000
## 25 Pok amont 04 2001-09-26 0.19026825 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 1.200
## 28 Pollard 10 2001-09-26 0.35535977 1.150
## 29 br. sud amont 01 2001-09-26 0.05778240 44.800
## 30 Morrison 06 2001-09-26 0.06876640 0.900
## 31 Malt 11 2001-09-26 0.06655931 7.800
## 32 Suggary 02 2001-09-26 0.11570248 1.700
## 33 Waugh sanct. 07 2001-09-26 0.02857143 1.200
## 34 Dempsey 12 2001-09-26 0.08033106 1.500
## 35 Branche sud aval 03 2001-09-26 0.08344378 2.400
## 36 Sewell 08 2001-09-26 0.16993243 3.000
## 37 Sewell 08 2001-10-31 0.16993243 5.500
## 38 Pok amont 04 2001-10-31 0.19026825 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 1.000
## 40 Morrison 06 2001-10-31 0.06876640 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 1.400
## 42 Pollard 10 2001-10-31 0.35535977 0.600
## 43 br. sud amont 01 2001-10-31 0.05778240 1.100
## 44 Dempsey 12 2001-10-31 0.08033106 1.700
## 45 Malt 11 2001-10-31 0.06655931 0.800
## 46 Suggary 02 2001-10-31 0.11570248 2.050
## 47 Waugh sanct. 07 2001-10-31 0.02857143 1.200
## 48 Branche sud aval 03 2001-10-31 0.08344378 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 0.780
## 50 Branche sud aval 03 2002-07-29 0.08344378 1.170
## 51 Sewell 08 2002-07-29 0.16993243 4.960
## 52 Pok amont 04 2002-07-29 0.19026825 0.190
## 53 br. sud amont 01 2002-07-29 0.05778240 0.900
## 54 Morrison 06 2002-07-29 0.06876640 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 1.520
## 56 Pollard 10 2002-07-29 0.35535977 1.630
## 57 Waugh sanct. 07 2002-07-29 0.02857143 1.110
## 58 Dempsey 12 2002-07-29 0.08033106 1.970
## 59 Malt 11 2002-07-29 0.06655931 0.400
## 60 Suggary 02 2002-07-29 0.11570248 0.430
## 61 Pok amont 04 2002-08-28 0.19026825 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 1.320
## 63 Dempsey 12 2002-08-28 0.08033106 4.440
## 64 Branche sud aval 03 2002-08-28 0.08344378 1.150
## 65 Sewell 08 2002-08-28 0.16993243 2.960
## 66 Pollard 10 2002-08-28 0.35535977 0.950
## 67 br. sud amont 01 2002-08-28 0.05778240 0.570
## 68 Morrison 06 2002-08-28 0.06876640 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 1.340
## 70 Suggary 02 2002-08-28 0.11570248 0.820
## 71 Waugh sanct. 07 2002-08-28 0.02857143 1.510
## 72 Malt 11 2002-08-28 0.06655931 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 0.940
## 74 Sewell 08 2002-10-02 0.16993243 5.255
## 75 Pok amont 04 2002-10-02 0.19026825 0.280
## 76 Waugh sanct. 07 2002-10-02 0.02857143 1.280
## 77 Dempsey 12 2002-10-02 0.08033106 3.770
## 78 Branche sud aval 03 2002-10-02 0.08344378 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 2.110
## 80 Pollard 10 2002-10-02 0.35535977 0.690
## 81 br. sud amont 01 2002-10-02 0.05778240 0.740
## 82 Morrison 06 2002-10-02 0.06876640 0.770
## 83 Malt 11 2002-10-02 0.06655931 0.600
## 84 Suggary 02 2002-10-02 0.11570248 0.480
## 85 Pok amont 04 2002-10-31 0.19026825 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 0.870
## 87 Branche sud aval 03 2002-10-31 0.08344378 NaN
## 88 Sewell 08 2002-10-31 0.16993243 8.740
## 89 Suggary 02 2002-10-31 0.11570248 0.410
## 90 Waugh sanct. 07 2002-10-31 0.02857143 1.440
## 91 Dempsey 12 2002-10-31 0.08033106 2.880
## 92 Morrison 06 2002-10-31 0.06876640 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 1.500
## 94 Pollard 10 2002-10-31 0.35535977 1.060
## 95 br. sud amont 01 2002-10-31 0.05778240 1.220
## 96 Malt 11 2002-10-31 0.06655931 0.900subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Turbidity_NTU))## Station2 Date pctNF_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.11140031 1.2
## 98 Dempsey 12 2021-07-28 0.06824147 1.6
## 99 Branche sud aval 03 2021-07-28 0.08212560 1.8
## 100 Sewell 08 2021-07-28 0.07747934 3.5
## 101 Waugh sanct. 07 2021-07-28 0.04285714 1.1
## 102 br. sud amont 01 2021-07-28 0.11051607 2.3
## 103 Morrison 06 2021-07-28 0.15779221 1.4
## 104 Malt 11 2021-07-28 0.17432432 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 1.9
## 106 Pollard 10 2021-07-28 0.19103774 1.2
## 107 Pok amont 04 2021-07-28 0.28354204 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 1.7
## 109 Malt 11 2021-08-31 0.19103774 0.5
## 110 Suggary 02 2021-08-31 0.35756241 0.7
## 111 Waugh sanct. 07 2021-08-31 0.11140031 1.1
## 112 Dempsey 12 2021-08-31 0.06824147 1.7
## 113 Branche sud aval 03 2021-08-31 0.08212560 1.7
## 114 Sewell 08 2021-08-31 0.07747934 3.0
## 115 Pollard 10 2021-08-31 0.04285714 1.7
## 116 br. sud amont 01 2021-08-31 0.11051607 5.6
## 117 Morrison 06 2021-08-31 0.15779221 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 3.2
## 120 Pok amont 04 2021-08-31 0.28354204 1.5
## 121 Suggary 02 2021-10-05 0.26200873 0.7
## 122 Morrison 06 2021-10-05 0.19103774 1.4
## 123 Malt 11 2021-10-05 0.28354204 0.9
## 124 Sewell 08 2021-10-05 0.35756241 4.2
## 125 Waugh sanct. 07 2021-10-05 0.11140031 1.2
## 126 Dempsey 12 2021-10-05 0.06824147 1.8
## 127 Branche sud aval 03 2021-10-05 0.08212560 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 1.8
## 129 Pollard 10 2021-10-05 0.04285714 1.8
## 130 br. sud amont 01 2021-10-05 0.11051607 3.7
## 131 Pok amont 04 2021-10-05 0.15779221 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 1.4
## 133 Malt 11 2021-10-28 0.17432432 0.5
## 134 Suggary 02 2021-10-28 0.26200873 0.2
## 135 br. sud amont 01 2021-10-28 0.19103774 1.9
## 136 Morrison 06 2021-10-28 0.06824147 0.6
## 137 Branche sud aval 03 2021-10-28 0.28354204 1.3
## 138 Sewell 08 2021-10-28 0.35756241 2.8
## 139 Waugh sanct. 07 2021-10-28 0.11140031 1.0
## 140 Dempsey 12 2021-10-28 0.11051607 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 1.4
## 143 Pollard 10 2021-10-28 0.04285714 0.8
## 144 Pok amont 04 2021-10-28 0.15779221 0.6
## 145 Pollard 10 2022-07-28 0.19103774 0.4
## 146 Morrison 06 2022-07-28 0.15779221 0.7
## 147 Malt 11 2022-07-28 0.17432432 0.4
## 148 Suggary 02 2022-07-28 0.26200873 0.5
## 149 br. sud amont 01 2022-07-28 0.11140031 2.7
## 150 Dempsey 12 2022-07-28 0.06824147 1.2
## 151 Branche sud aval 03 2022-07-28 0.28354204 2.1
## 152 Sewell 08 2022-07-28 0.35756241 1.8
## 153 Waugh sanct. 07 2022-07-28 0.04285714 1.0
## 154 Pok amont 04 2022-07-28 0.11051607 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 1.9
## 158 Pollard 10 2022-09-01 0.19103774 1.3
## 159 br. sud amont 01 2022-09-01 0.11051607 3.0
## 160 Morrison 06 2022-09-01 0.15779221 2.4
## 161 Malt 11 2022-09-01 0.17432432 0.5
## 162 Suggary 02 2022-09-01 0.35756241 0.7
## 163 Waugh sanct. 07 2022-09-01 0.11140031 1.8
## 164 Dempsey 12 2022-09-01 0.06824147 2.2
## 165 Branche sud aval 03 2022-09-01 0.28354204 1.9
## 166 Sewell 08 2022-09-01 0.07747934 2.6
## 167 Pok amont 04 2022-09-01 0.04285714 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 1.4
## 169 Sewell 08 2022-10-03 0.19103774 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 1.9
## 172 Pollard 10 2022-10-03 0.04285714 0.4
## 173 br. sud amont 01 2022-10-03 0.11051607 2.8
## 174 Morrison 06 2022-10-03 0.15779221 1.0
## 175 Malt 11 2022-10-03 0.28354204 0.4
## 176 Suggary 02 2022-10-03 0.35756241 0.3
## 177 Waugh sanct. 07 2022-10-03 0.11140031 1.3
## 178 Dempsey 12 2022-10-03 0.06824147 1.3
## 179 Branche sud aval 03 2022-10-03 0.08212560 1.6
## 180 Pok amont 04 2022-10-03 0.07747934 1.5
## 181 Branche sud aval 03 2022-11-01 0.26200873 2.6
## 182 Sewell 08 2022-11-01 0.19103774 5.4
## 183 Pok amont 04 2022-11-01 0.15779221 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 2.0
## 186 Pollard 10 2022-11-01 0.04285714 0.7
## 187 br. sud amont 01 2022-11-01 0.11051607 4.8
## 188 Morrison 06 2022-11-01 0.06824147 2.8
## 189 Malt 11 2022-11-01 0.28354204 1.5
## 190 Suggary 02 2022-11-01 0.35756241 0.7
## 191 Waugh sanct. 07 2022-11-01 0.11140031 1.6
## 192 Dempsey 12 2022-11-01 0.08212560 4.2ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=log10(Turbidity_NTU),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=log10(Turbidity_NTU),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et la variable non_foret",
x="Non_foret (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 3 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
non_foret_vs_Couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Colour_TCU))## Station2 Date pctNF_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.05778240 5.0
## 2 Morrison 06 2001-08-01 0.06876640 10.0
## 3 Malt 11 2001-08-01 0.06655931 10.0
## 4 Suggary 02 2001-08-01 0.11570248 5.0
## 5 Waugh sanct. 07 2001-08-01 0.02857143 20.0
## 6 Dempsey 12 2001-08-01 0.08033106 15.0
## 7 Branche sud aval 03 2001-08-01 0.08344378 5.0
## 8 Sewell 08 2001-08-01 0.16993243 5.0
## 9 Pok amont 04 2001-08-01 0.19026825 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 5.0
## 12 Pollard 10 2001-08-01 0.35535977 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 5.0
## 14 Pollard 10 2001-08-28 0.35535977 5.0
## 15 br. sud amont 01 2001-08-28 0.05778240 5.0
## 16 Morrison 06 2001-08-28 0.06876640 5.0
## 17 Malt 11 2001-08-28 0.06655931 5.0
## 18 Suggary 02 2001-08-28 0.11570248 10.0
## 19 Waugh sanct. 07 2001-08-28 0.02857143 10.0
## 20 Dempsey 12 2001-08-28 0.08033106 15.0
## 21 Branche sud aval 03 2001-08-28 0.08344378 5.0
## 22 Sewell 08 2001-08-28 0.16993243 30.0
## 23 Pok amont 04 2001-08-28 0.19026825 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 5.0
## 25 Pok amont 04 2001-09-26 0.19026825 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 15.0
## 28 Pollard 10 2001-09-26 0.35535977 20.0
## 29 br. sud amont 01 2001-09-26 0.05778240 200.0
## 30 Morrison 06 2001-09-26 0.06876640 5.0
## 31 Malt 11 2001-09-26 0.06655931 20.0
## 32 Suggary 02 2001-09-26 0.11570248 5.0
## 33 Waugh sanct. 07 2001-09-26 0.02857143 10.0
## 34 Dempsey 12 2001-09-26 0.08033106 20.0
## 35 Branche sud aval 03 2001-09-26 0.08344378 10.0
## 36 Sewell 08 2001-09-26 0.16993243 30.0
## 37 Sewell 08 2001-10-31 0.16993243 80.0
## 38 Pok amont 04 2001-10-31 0.19026825 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 20.0
## 40 Morrison 06 2001-10-31 0.06876640 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 120.0
## 42 Pollard 10 2001-10-31 0.35535977 10.0
## 43 br. sud amont 01 2001-10-31 0.05778240 30.0
## 44 Dempsey 12 2001-10-31 0.08033106 30.0
## 45 Malt 11 2001-10-31 0.06655931 10.0
## 46 Suggary 02 2001-10-31 0.11570248 30.0
## 47 Waugh sanct. 07 2001-10-31 0.02857143 100.0
## 48 Branche sud aval 03 2001-10-31 0.08344378 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 10.0
## 50 Branche sud aval 03 2002-07-29 0.08344378 15.0
## 51 Sewell 08 2002-07-29 0.16993243 40.0
## 52 Pok amont 04 2002-07-29 0.19026825 5.0
## 53 br. sud amont 01 2002-07-29 0.05778240 15.0
## 54 Morrison 06 2002-07-29 0.06876640 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 80.0
## 56 Pollard 10 2002-07-29 0.35535977 10.0
## 57 Waugh sanct. 07 2002-07-29 0.02857143 40.0
## 58 Dempsey 12 2002-07-29 0.08033106 20.0
## 59 Malt 11 2002-07-29 0.06655931 5.0
## 60 Suggary 02 2002-07-29 0.11570248 5.0
## 61 Pok amont 04 2002-08-28 0.19026825 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 20.0
## 63 Dempsey 12 2002-08-28 0.08033106 40.0
## 64 Branche sud aval 03 2002-08-28 0.08344378 15.0
## 65 Sewell 08 2002-08-28 0.16993243 40.0
## 66 Pollard 10 2002-08-28 0.35535977 10.0
## 67 br. sud amont 01 2002-08-28 0.05778240 10.0
## 68 Morrison 06 2002-08-28 0.06876640 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 20.0
## 70 Suggary 02 2002-08-28 0.11570248 7.5
## 71 Waugh sanct. 07 2002-08-28 0.02857143 30.0
## 72 Malt 11 2002-08-28 0.06655931 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 5.0
## 74 Sewell 08 2002-10-02 0.16993243 60.0
## 75 Pok amont 04 2002-10-02 0.19026825 5.0
## 76 Waugh sanct. 07 2002-10-02 0.02857143 20.0
## 77 Dempsey 12 2002-10-02 0.08033106 20.0
## 78 Branche sud aval 03 2002-10-02 0.08344378 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 60.0
## 80 Pollard 10 2002-10-02 0.35535977 10.0
## 81 br. sud amont 01 2002-10-02 0.05778240 10.0
## 82 Morrison 06 2002-10-02 0.06876640 10.0
## 83 Malt 11 2002-10-02 0.06655931 5.0
## 84 Suggary 02 2002-10-02 0.11570248 5.0
## 85 Pok amont 04 2002-10-31 0.19026825 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 20.0
## 87 Branche sud aval 03 2002-10-31 0.08344378 NaN
## 88 Sewell 08 2002-10-31 0.16993243 60.0
## 89 Suggary 02 2002-10-31 0.11570248 5.0
## 90 Waugh sanct. 07 2002-10-31 0.02857143 60.0
## 91 Dempsey 12 2002-10-31 0.08033106 30.0
## 92 Morrison 06 2002-10-31 0.06876640 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 75.0
## 94 Pollard 10 2002-10-31 0.35535977 5.0
## 95 br. sud amont 01 2002-10-31 0.05778240 30.0
## 96 Malt 11 2002-10-31 0.06655931 15.0subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Colour_TCU))## Station2 Date pctNF_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.11140031 8
## 98 Dempsey 12 2021-07-28 0.06824147 22
## 99 Branche sud aval 03 2021-07-28 0.08212560 19
## 100 Sewell 08 2021-07-28 0.07747934 34
## 101 Waugh sanct. 07 2021-07-28 0.04285714 27
## 102 br. sud amont 01 2021-07-28 0.11051607 15
## 103 Morrison 06 2021-07-28 0.15779221 14
## 104 Malt 11 2021-07-28 0.17432432 7
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 29
## 106 Pollard 10 2021-07-28 0.19103774 8
## 107 Pok amont 04 2021-07-28 0.28354204 11
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 9
## 109 Malt 11 2021-08-31 0.19103774 5
## 110 Suggary 02 2021-08-31 0.35756241 5
## 111 Waugh sanct. 07 2021-08-31 0.11140031 14
## 112 Dempsey 12 2021-08-31 0.06824147 14
## 113 Branche sud aval 03 2021-08-31 0.08212560 20
## 114 Sewell 08 2021-08-31 0.07747934 24
## 115 Pollard 10 2021-08-31 0.04285714 8
## 116 br. sud amont 01 2021-08-31 0.11051607 12
## 117 Morrison 06 2021-08-31 0.15779221 18
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 8
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 37
## 120 Pok amont 04 2021-08-31 0.28354204 10
## 121 Suggary 02 2021-10-05 0.26200873 8
## 122 Morrison 06 2021-10-05 0.19103774 22
## 123 Malt 11 2021-10-05 0.28354204 66
## 124 Sewell 08 2021-10-05 0.35756241 47
## 125 Waugh sanct. 07 2021-10-05 0.11140031 190
## 126 Dempsey 12 2021-10-05 0.06824147 55
## 127 Branche sud aval 03 2021-10-05 0.08212560 38
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 141
## 129 Pollard 10 2021-10-05 0.04285714 19
## 130 br. sud amont 01 2021-10-05 0.11051607 44
## 131 Pok amont 04 2021-10-05 0.15779221 21
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 33
## 133 Malt 11 2021-10-28 0.17432432 47
## 134 Suggary 02 2021-10-28 0.26200873 5
## 135 br. sud amont 01 2021-10-28 0.19103774 32
## 136 Morrison 06 2021-10-28 0.06824147 13
## 137 Branche sud aval 03 2021-10-28 0.28354204 22
## 138 Sewell 08 2021-10-28 0.35756241 43
## 139 Waugh sanct. 07 2021-10-28 0.11140031 130
## 140 Dempsey 12 2021-10-28 0.11051607 33
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 15
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 107
## 143 Pollard 10 2021-10-28 0.04285714 12
## 144 Pok amont 04 2021-10-28 0.15779221 13
## 145 Pollard 10 2022-07-28 0.19103774 5
## 146 Morrison 06 2022-07-28 0.15779221 7
## 147 Malt 11 2022-07-28 0.17432432 6
## 148 Suggary 02 2022-07-28 0.26200873 5
## 149 br. sud amont 01 2022-07-28 0.11140031 26
## 150 Dempsey 12 2022-07-28 0.06824147 16
## 151 Branche sud aval 03 2022-07-28 0.28354204 18
## 152 Sewell 08 2022-07-28 0.35756241 33
## 153 Waugh sanct. 07 2022-07-28 0.04285714 27
## 154 Pok amont 04 2022-07-28 0.11051607 7
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 5
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 15
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 48
## 158 Pollard 10 2022-09-01 0.19103774 23
## 159 br. sud amont 01 2022-09-01 0.11051607 23
## 160 Morrison 06 2022-09-01 0.15779221 15
## 161 Malt 11 2022-09-01 0.17432432 10
## 162 Suggary 02 2022-09-01 0.35756241 8
## 163 Waugh sanct. 07 2022-09-01 0.11140031 61
## 164 Dempsey 12 2022-09-01 0.06824147 21
## 165 Branche sud aval 03 2022-09-01 0.28354204 21
## 166 Sewell 08 2022-09-01 0.07747934 43
## 167 Pok amont 04 2022-09-01 0.04285714 14
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 41
## 169 Sewell 08 2022-10-03 0.19103774 71
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 8
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 130
## 172 Pollard 10 2022-10-03 0.04285714 10
## 173 br. sud amont 01 2022-10-03 0.11051607 20
## 174 Morrison 06 2022-10-03 0.15779221 10
## 175 Malt 11 2022-10-03 0.28354204 5
## 176 Suggary 02 2022-10-03 0.35756241 5
## 177 Waugh sanct. 07 2022-10-03 0.11140031 53
## 178 Dempsey 12 2022-10-03 0.06824147 16
## 179 Branche sud aval 03 2022-10-03 0.08212560 17
## 180 Pok amont 04 2022-10-03 0.07747934 12
## 181 Branche sud aval 03 2022-11-01 0.26200873 25
## 182 Sewell 08 2022-11-01 0.19103774 60
## 183 Pok amont 04 2022-11-01 0.15779221 11
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 21
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 148
## 186 Pollard 10 2022-11-01 0.04285714 11
## 187 br. sud amont 01 2022-11-01 0.11051607 42
## 188 Morrison 06 2022-11-01 0.06824147 13
## 189 Malt 11 2022-11-01 0.28354204 22
## 190 Suggary 02 2022-11-01 0.35756241 9
## 191 Waugh sanct. 07 2022-11-01 0.11140031 143
## 192 Dempsey 12 2022-11-01 0.08212560 28ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et la variable non_foret",
x="Non_foret (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
non_foret_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctNF_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.05778240
## 2 Morrison 06 2001-08-01 0.06876640
## 3 Malt 11 2001-08-01 0.06655931
## 4 Suggary 02 2001-08-01 0.11570248
## 5 Waugh sanct. 07 2001-08-01 0.02857143
## 6 Dempsey 12 2001-08-01 0.08033106
## 7 Branche sud aval 03 2001-08-01 0.08344378
## 8 Sewell 08 2001-08-01 0.16993243
## 9 Pok amont 04 2001-08-01 0.19026825
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528
## 11 McConnell Six Rd 05 2001-08-01 0.23837209
## 12 Pollard 10 2001-08-01 0.35535977
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528
## 14 Pollard 10 2001-08-28 0.35535977
## 15 br. sud amont 01 2001-08-28 0.05778240
## 16 Morrison 06 2001-08-28 0.06876640
## 17 Malt 11 2001-08-28 0.06655931
## 18 Suggary 02 2001-08-28 0.11570248
## 19 Waugh sanct. 07 2001-08-28 0.02857143
## 20 Dempsey 12 2001-08-28 0.08033106
## 21 Branche sud aval 03 2001-08-28 0.08344378
## 22 Sewell 08 2001-08-28 0.16993243
## 23 Pok amont 04 2001-08-28 0.19026825
## 24 McConnell Six Rd 05 2001-08-28 0.23837209
## 25 Pok amont 04 2001-09-26 0.19026825
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528
## 27 McConnell Six Rd 05 2001-09-26 0.23837209
## 28 Pollard 10 2001-09-26 0.35535977
## 29 br. sud amont 01 2001-09-26 0.05778240
## 30 Morrison 06 2001-09-26 0.06876640
## 31 Malt 11 2001-09-26 0.06655931
## 32 Suggary 02 2001-09-26 0.11570248
## 33 Waugh sanct. 07 2001-09-26 0.02857143
## 34 Dempsey 12 2001-09-26 0.08033106
## 35 Branche sud aval 03 2001-09-26 0.08344378
## 36 Sewell 08 2001-09-26 0.16993243
## 37 Sewell 08 2001-10-31 0.16993243
## 38 Pok amont 04 2001-10-31 0.19026825
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528
## 40 Morrison 06 2001-10-31 0.06876640
## 41 McConnell Six Rd 05 2001-10-31 0.23837209
## 42 Pollard 10 2001-10-31 0.35535977
## 43 br. sud amont 01 2001-10-31 0.05778240
## 44 Dempsey 12 2001-10-31 0.08033106
## 45 Malt 11 2001-10-31 0.06655931
## 46 Suggary 02 2001-10-31 0.11570248
## 47 Waugh sanct. 07 2001-10-31 0.02857143
## 48 Branche sud aval 03 2001-10-31 0.08344378
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528
## 50 Branche sud aval 03 2002-07-29 0.08344378
## 51 Sewell 08 2002-07-29 0.16993243
## 52 Pok amont 04 2002-07-29 0.19026825
## 53 br. sud amont 01 2002-07-29 0.05778240
## 54 Morrison 06 2002-07-29 0.06876640
## 55 McConnell Six Rd 05 2002-07-29 0.23837209
## 56 Pollard 10 2002-07-29 0.35535977
## 57 Waugh sanct. 07 2002-07-29 0.02857143
## 58 Dempsey 12 2002-07-29 0.08033106
## 59 Malt 11 2002-07-29 0.06655931
## 60 Suggary 02 2002-07-29 0.11570248
## 61 Pok amont 04 2002-08-28 0.19026825
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528
## 63 Dempsey 12 2002-08-28 0.08033106
## 64 Branche sud aval 03 2002-08-28 0.08344378
## 65 Sewell 08 2002-08-28 0.16993243
## 66 Pollard 10 2002-08-28 0.35535977
## 67 br. sud amont 01 2002-08-28 0.05778240
## 68 Morrison 06 2002-08-28 0.06876640
## 69 McConnell Six Rd 05 2002-08-28 0.23837209
## 70 Suggary 02 2002-08-28 0.11570248
## 71 Waugh sanct. 07 2002-08-28 0.02857143
## 72 Malt 11 2002-08-28 0.06655931
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528
## 74 Sewell 08 2002-10-02 0.16993243
## 75 Pok amont 04 2002-10-02 0.19026825
## 76 Waugh sanct. 07 2002-10-02 0.02857143
## 77 Dempsey 12 2002-10-02 0.08033106
## 78 Branche sud aval 03 2002-10-02 0.08344378
## 79 McConnell Six Rd 05 2002-10-02 0.23837209
## 80 Pollard 10 2002-10-02 0.35535977
## 81 br. sud amont 01 2002-10-02 0.05778240
## 82 Morrison 06 2002-10-02 0.06876640
## 83 Malt 11 2002-10-02 0.06655931
## 84 Suggary 02 2002-10-02 0.11570248
## 85 Pok amont 04 2002-10-31 0.19026825
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528
## 87 Branche sud aval 03 2002-10-31 0.08344378
## 88 Sewell 08 2002-10-31 0.16993243
## 89 Suggary 02 2002-10-31 0.11570248
## 90 Waugh sanct. 07 2002-10-31 0.02857143
## 91 Dempsey 12 2002-10-31 0.08033106
## 92 Morrison 06 2002-10-31 0.06876640
## 93 McConnell Six Rd 05 2002-10-31 0.23837209
## 94 Pollard 10 2002-10-31 0.35535977
## 95 br. sud amont 01 2002-10-31 0.05778240
## 96 Malt 11 2002-10-31 0.06655931
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctNF_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.11140031
## 98 Dempsey 12 2021-07-28 0.06824147
## 99 Branche sud aval 03 2021-07-28 0.08212560
## 100 Sewell 08 2021-07-28 0.07747934
## 101 Waugh sanct. 07 2021-07-28 0.04285714
## 102 br. sud amont 01 2021-07-28 0.11051607
## 103 Morrison 06 2021-07-28 0.15779221
## 104 Malt 11 2021-07-28 0.17432432
## 105 McConnell Six Rd 05 2021-07-28 0.26200873
## 106 Pollard 10 2021-07-28 0.19103774
## 107 Pok amont 04 2021-07-28 0.28354204
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241
## 109 Malt 11 2021-08-31 0.19103774
## 110 Suggary 02 2021-08-31 0.35756241
## 111 Waugh sanct. 07 2021-08-31 0.11140031
## 112 Dempsey 12 2021-08-31 0.06824147
## 113 Branche sud aval 03 2021-08-31 0.08212560
## 114 Sewell 08 2021-08-31 0.07747934
## 115 Pollard 10 2021-08-31 0.04285714
## 116 br. sud amont 01 2021-08-31 0.11051607
## 117 Morrison 06 2021-08-31 0.15779221
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432
## 119 McConnell Six Rd 05 2021-08-31 0.26200873
## 120 Pok amont 04 2021-08-31 0.28354204
## 121 Suggary 02 2021-10-05 0.26200873
## 122 Morrison 06 2021-10-05 0.19103774
## 123 Malt 11 2021-10-05 0.28354204
## 124 Sewell 08 2021-10-05 0.35756241
## 125 Waugh sanct. 07 2021-10-05 0.11140031
## 126 Dempsey 12 2021-10-05 0.06824147
## 127 Branche sud aval 03 2021-10-05 0.08212560
## 128 McConnell Six Rd 05 2021-10-05 0.07747934
## 129 Pollard 10 2021-10-05 0.04285714
## 130 br. sud amont 01 2021-10-05 0.11051607
## 131 Pok amont 04 2021-10-05 0.15779221
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432
## 133 Malt 11 2021-10-28 0.17432432
## 134 Suggary 02 2021-10-28 0.26200873
## 135 br. sud amont 01 2021-10-28 0.19103774
## 136 Morrison 06 2021-10-28 0.06824147
## 137 Branche sud aval 03 2021-10-28 0.28354204
## 138 Sewell 08 2021-10-28 0.35756241
## 139 Waugh sanct. 07 2021-10-28 0.11140031
## 140 Dempsey 12 2021-10-28 0.11051607
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560
## 142 McConnell Six Rd 05 2021-10-28 0.07747934
## 143 Pollard 10 2021-10-28 0.04285714
## 144 Pok amont 04 2021-10-28 0.15779221
## 145 Pollard 10 2022-07-28 0.19103774
## 146 Morrison 06 2022-07-28 0.15779221
## 147 Malt 11 2022-07-28 0.17432432
## 148 Suggary 02 2022-07-28 0.26200873
## 149 br. sud amont 01 2022-07-28 0.11140031
## 150 Dempsey 12 2022-07-28 0.06824147
## 151 Branche sud aval 03 2022-07-28 0.28354204
## 152 Sewell 08 2022-07-28 0.35756241
## 153 Waugh sanct. 07 2022-07-28 0.04285714
## 154 Pok amont 04 2022-07-28 0.11051607
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560
## 156 McConnell Six Rd 05 2022-07-28 0.07747934
## 157 McConnell Six Rd 05 2022-09-01 0.26200873
## 158 Pollard 10 2022-09-01 0.19103774
## 159 br. sud amont 01 2022-09-01 0.11051607
## 160 Morrison 06 2022-09-01 0.15779221
## 161 Malt 11 2022-09-01 0.17432432
## 162 Suggary 02 2022-09-01 0.35756241
## 163 Waugh sanct. 07 2022-09-01 0.11140031
## 164 Dempsey 12 2022-09-01 0.06824147
## 165 Branche sud aval 03 2022-09-01 0.28354204
## 166 Sewell 08 2022-09-01 0.07747934
## 167 Pok amont 04 2022-09-01 0.04285714
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560
## 169 Sewell 08 2022-10-03 0.19103774
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432
## 171 McConnell Six Rd 05 2022-10-03 0.26200873
## 172 Pollard 10 2022-10-03 0.04285714
## 173 br. sud amont 01 2022-10-03 0.11051607
## 174 Morrison 06 2022-10-03 0.15779221
## 175 Malt 11 2022-10-03 0.28354204
## 176 Suggary 02 2022-10-03 0.35756241
## 177 Waugh sanct. 07 2022-10-03 0.11140031
## 178 Dempsey 12 2022-10-03 0.06824147
## 179 Branche sud aval 03 2022-10-03 0.08212560
## 180 Pok amont 04 2022-10-03 0.07747934
## 181 Branche sud aval 03 2022-11-01 0.26200873
## 182 Sewell 08 2022-11-01 0.19103774
## 183 Pok amont 04 2022-11-01 0.15779221
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432
## 185 McConnell Six Rd 05 2022-11-01 0.07747934
## 186 Pollard 10 2022-11-01 0.04285714
## 187 br. sud amont 01 2022-11-01 0.11051607
## 188 Morrison 06 2022-11-01 0.06824147
## 189 Malt 11 2022-11-01 0.28354204
## 190 Suggary 02 2022-11-01 0.35756241
## 191 Waugh sanct. 07 2022-11-01 0.11140031
## 192 Dempsey 12 2022-11-01 0.08212560
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les COT et la variable non_foret",
x="Non_foret (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
non_foret_vs_coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctNF_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.05778240 10
## 2 Morrison 06 2001-08-01 0.06876640 80
## 3 Malt 11 2001-08-01 0.06655931 30
## 4 Suggary 02 2001-08-01 0.11570248 10
## 5 Waugh sanct. 07 2001-08-01 0.02857143 270
## 6 Dempsey 12 2001-08-01 0.08033106 50
## 7 Branche sud aval 03 2001-08-01 0.08344378 10
## 8 Sewell 08 2001-08-01 0.16993243 20
## 9 Pok amont 04 2001-08-01 0.19026825 10
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 10
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 30
## 12 Pollard 10 2001-08-01 0.35535977 110
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 10
## 14 Pollard 10 2001-08-28 0.35535977 50
## 15 br. sud amont 01 2001-08-28 0.05778240 120
## 16 Morrison 06 2001-08-28 0.06876640 90
## 17 Malt 11 2001-08-28 0.06655931 20
## 18 Suggary 02 2001-08-28 0.11570248 80
## 19 Waugh sanct. 07 2001-08-28 0.02857143 430
## 20 Dempsey 12 2001-08-28 0.08033106 20
## 21 Branche sud aval 03 2001-08-28 0.08344378 110
## 22 Sewell 08 2001-08-28 0.16993243 210
## 23 Pok amont 04 2001-08-28 0.19026825 10
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 250
## 25 Pok amont 04 2001-09-26 0.19026825 530
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 830
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 120
## 28 Pollard 10 2001-09-26 0.35535977 1240
## 29 br. sud amont 01 2001-09-26 0.05778240 2000
## 30 Morrison 06 2001-09-26 0.06876640 220
## 31 Malt 11 2001-09-26 0.06655931 150
## 32 Suggary 02 2001-09-26 0.11570248 150
## 33 Waugh sanct. 07 2001-09-26 0.02857143 590
## 34 Dempsey 12 2001-09-26 0.08033106 150
## 35 Branche sud aval 03 2001-09-26 0.08344378 660
## 36 Sewell 08 2001-09-26 0.16993243 190
## 37 Sewell 08 2001-10-31 0.16993243 140
## 38 Pok amont 04 2001-10-31 0.19026825 20
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 10
## 40 Morrison 06 2001-10-31 0.06876640 10
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 310
## 42 Pollard 10 2001-10-31 0.35535977 50
## 43 br. sud amont 01 2001-10-31 0.05778240 20
## 44 Dempsey 12 2001-10-31 0.08033106 10
## 45 Malt 11 2001-10-31 0.06655931 100
## 46 Suggary 02 2001-10-31 0.11570248 30
## 47 Waugh sanct. 07 2001-10-31 0.02857143 480
## 48 Branche sud aval 03 2001-10-31 0.08344378 30
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 10
## 50 Branche sud aval 03 2002-07-29 0.08344378 30
## 51 Sewell 08 2002-07-29 0.16993243 60
## 52 Pok amont 04 2002-07-29 0.19026825 10
## 53 br. sud amont 01 2002-07-29 0.05778240 20
## 54 Morrison 06 2002-07-29 0.06876640 10
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 10
## 56 Pollard 10 2002-07-29 0.35535977 660
## 57 Waugh sanct. 07 2002-07-29 0.02857143 80
## 58 Dempsey 12 2002-07-29 0.08033106 25
## 59 Malt 11 2002-07-29 0.06655931 10
## 60 Suggary 02 2002-07-29 0.11570248 10
## 61 Pok amont 04 2002-08-28 0.19026825 30
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 10
## 63 Dempsey 12 2002-08-28 0.08033106 10
## 64 Branche sud aval 03 2002-08-28 0.08344378 20
## 65 Sewell 08 2002-08-28 0.16993243 10
## 66 Pollard 10 2002-08-28 0.35535977 180
## 67 br. sud amont 01 2002-08-28 0.05778240 80
## 68 Morrison 06 2002-08-28 0.06876640 20
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 310
## 70 Suggary 02 2002-08-28 0.11570248 15
## 71 Waugh sanct. 07 2002-08-28 0.02857143 410
## 72 Malt 11 2002-08-28 0.06655931 30
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 10
## 74 Sewell 08 2002-10-02 0.16993243 25
## 75 Pok amont 04 2002-10-02 0.19026825 10
## 76 Waugh sanct. 07 2002-10-02 0.02857143 700
## 77 Dempsey 12 2002-10-02 0.08033106 30
## 78 Branche sud aval 03 2002-10-02 0.08344378 40
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 150
## 80 Pollard 10 2002-10-02 0.35535977 10
## 81 br. sud amont 01 2002-10-02 0.05778240 20
## 82 Morrison 06 2002-10-02 0.06876640 10
## 83 Malt 11 2002-10-02 0.06655931 90
## 84 Suggary 02 2002-10-02 0.11570248 20
## 85 Pok amont 04 2002-10-31 0.19026825 10
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 10
## 87 Branche sud aval 03 2002-10-31 0.08344378 10
## 88 Sewell 08 2002-10-31 0.16993243 10
## 89 Suggary 02 2002-10-31 0.11570248 50
## 90 Waugh sanct. 07 2002-10-31 0.02857143 40
## 91 Dempsey 12 2002-10-31 0.08033106 10
## 92 Morrison 06 2002-10-31 0.06876640 10
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 30
## 94 Pollard 10 2002-10-31 0.35535977 10
## 95 br. sud amont 01 2002-10-31 0.05778240 10
## 96 Malt 11 2002-10-31 0.06655931 10subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctNF_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.11140031 20.0
## 98 Dempsey 12 2021-07-28 0.06824147 52.0
## 99 Branche sud aval 03 2021-07-28 0.08212560 74.0
## 100 Sewell 08 2021-07-28 0.07747934 98.0
## 101 Waugh sanct. 07 2021-07-28 0.04285714 52.0
## 102 br. sud amont 01 2021-07-28 0.11051607 75.0
## 103 Morrison 06 2021-07-28 0.15779221 30.0
## 104 Malt 11 2021-07-28 0.17432432 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 75.0
## 106 Pollard 10 2021-07-28 0.19103774 98.0
## 107 Pok amont 04 2021-07-28 0.28354204 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 20.0
## 109 Malt 11 2021-08-31 0.19103774 39.3
## 110 Suggary 02 2021-08-31 0.35756241 235.9
## 111 Waugh sanct. 07 2021-08-31 0.11140031 68.3
## 112 Dempsey 12 2021-08-31 0.06824147 49.6
## 113 Branche sud aval 03 2021-08-31 0.08212560 54.5
## 114 Sewell 08 2021-08-31 0.07747934 148.3
## 115 Pollard 10 2021-08-31 0.04285714 117.8
## 116 br. sud amont 01 2021-08-31 0.11051607 72.7
## 117 Morrison 06 2021-08-31 0.15779221 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 70.3
## 120 Pok amont 04 2021-08-31 0.28354204 15.6
## 121 Suggary 02 2021-10-05 0.26200873 41.7
## 122 Morrison 06 2021-10-05 0.19103774 24.6
## 123 Malt 11 2021-10-05 0.28354204 47.1
## 124 Sewell 08 2021-10-05 0.35756241 135.4
## 125 Waugh sanct. 07 2021-10-05 0.11140031 29.5
## 126 Dempsey 12 2021-10-05 0.06824147 54.8
## 127 Branche sud aval 03 2021-10-05 0.08212560 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 95.9
## 129 Pollard 10 2021-10-05 0.04285714 62.7
## 130 br. sud amont 01 2021-10-05 0.11051607 35.5
## 131 Pok amont 04 2021-10-05 0.15779221 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 27.5
## 133 Malt 11 2021-10-28 0.17432432 16.0
## 134 Suggary 02 2021-10-28 0.26200873 7.4
## 135 br. sud amont 01 2021-10-28 0.19103774 19.9
## 136 Morrison 06 2021-10-28 0.06824147 12.1
## 137 Branche sud aval 03 2021-10-28 0.28354204 39.9
## 138 Sewell 08 2021-10-28 0.35756241 48.1
## 139 Waugh sanct. 07 2021-10-28 0.11140031 38.4
## 140 Dempsey 12 2021-10-28 0.11051607 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 29.5
## 143 Pollard 10 2021-10-28 0.04285714 34.5
## 144 Pok amont 04 2021-10-28 0.15779221 14.6
## 145 Pollard 10 2022-07-28 0.19103774 57.6
## 146 Morrison 06 2022-07-28 0.15779221 133.4
## 147 Malt 11 2022-07-28 0.17432432 70.3
## 148 Suggary 02 2022-07-28 0.26200873 27.5
## 149 br. sud amont 01 2022-07-28 0.11140031 32.7
## 150 Dempsey 12 2022-07-28 0.06824147 41.7
## 151 Branche sud aval 03 2022-07-28 0.28354204 59.8
## 152 Sewell 08 2022-07-28 0.35756241 90.6
## 153 Waugh sanct. 07 2022-07-28 0.04285714 93.3
## 154 Pok amont 04 2022-07-28 0.11051607 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 82.0
## 158 Pollard 10 2022-09-01 0.19103774 1046.2
## 159 br. sud amont 01 2022-09-01 0.11051607 114.5
## 160 Morrison 06 2022-09-01 0.15779221 686.7
## 161 Malt 11 2022-09-01 0.17432432 69.1
## 162 Suggary 02 2022-09-01 0.35756241 40.2
## 163 Waugh sanct. 07 2022-09-01 0.11140031 88.0
## 164 Dempsey 12 2022-09-01 0.06824147 248.1
## 165 Branche sud aval 03 2022-09-01 0.28354204 70.3
## 166 Sewell 08 2022-09-01 0.07747934 172.2
## 167 Pok amont 04 2022-09-01 0.04285714 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 121.1
## 169 Sewell 08 2022-10-03 0.19103774 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 59.1
## 172 Pollard 10 2022-10-03 0.04285714 24.1
## 173 br. sud amont 01 2022-10-03 0.11051607 57.6
## 174 Morrison 06 2022-10-03 0.15779221 47.4
## 175 Malt 11 2022-10-03 0.28354204 5.2
## 176 Suggary 02 2022-10-03 0.35756241 9.7
## 177 Waugh sanct. 07 2022-10-03 0.11140031 65.7
## 178 Dempsey 12 2022-10-03 0.06824147 48.0
## 179 Branche sud aval 03 2022-10-03 0.08212560 13.4
## 180 Pok amont 04 2022-10-03 0.07747934 8.4
## 181 Branche sud aval 03 2022-11-01 0.26200873 24.6
## 182 Sewell 08 2022-11-01 0.19103774 115.3
## 183 Pok amont 04 2022-11-01 0.15779221 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 72.3
## 186 Pollard 10 2022-11-01 0.04285714 20.3
## 187 br. sud amont 01 2022-11-01 0.11051607 37.3
## 188 Morrison 06 2022-11-01 0.06824147 39.9
## 189 Malt 11 2022-11-01 0.28354204 45.0
## 190 Suggary 02 2022-11-01 0.35756241 8.5
## 191 Waugh sanct. 07 2022-11-01 0.11140031 249.5
## 192 Dempsey 12 2022-11-01 0.08212560 53.8# AP 2024-08-26 chunk 191; je reformate le code; les parenthèses n'étaient
# pas bien placées.
ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=log10(E.coli_MPN_100.mL),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=log10(E.coli_MPN_100.mL),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",values=c("P1"="red", "P2"="blue"), breaks=c("P1","P2")) +
scale_shape_manual(name="",values=c("P1"=1, "P2"=2), breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et la variable non_foret",
x="Non_foret (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
non_foret_vs_phosphore
#names(Pok2001.2022)
# AP 2024-08-26: ce code (chunk 192) est OK
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctNF_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.05778240 0.0080
## 2 Morrison 06 2001-08-01 0.06876640 0.0080
## 3 Malt 11 2001-08-01 0.06655931 0.0110
## 4 Suggary 02 2001-08-01 0.11570248 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.02857143 0.0150
## 6 Dempsey 12 2001-08-01 0.08033106 0.0140
## 7 Branche sud aval 03 2001-08-01 0.08344378 0.0080
## 8 Sewell 08 2001-08-01 0.16993243 0.0110
## 9 Pok amont 04 2001-08-01 0.19026825 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 0.0160
## 12 Pollard 10 2001-08-01 0.35535977 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 0.0070
## 14 Pollard 10 2001-08-28 0.35535977 0.0170
## 15 br. sud amont 01 2001-08-28 0.05778240 0.0060
## 16 Morrison 06 2001-08-28 0.06876640 0.0080
## 17 Malt 11 2001-08-28 0.06655931 0.0080
## 18 Suggary 02 2001-08-28 0.11570248 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.02857143 0.0090
## 20 Dempsey 12 2001-08-28 0.08033106 0.0110
## 21 Branche sud aval 03 2001-08-28 0.08344378 0.0070
## 22 Sewell 08 2001-08-28 0.16993243 0.0170
## 23 Pok amont 04 2001-08-28 0.19026825 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 0.0130
## 25 Pok amont 04 2001-09-26 0.19026825 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 0.0130
## 28 Pollard 10 2001-09-26 0.35535977 0.0155
## 29 br. sud amont 01 2001-09-26 0.05778240 0.0130
## 30 Morrison 06 2001-09-26 0.06876640 0.0080
## 31 Malt 11 2001-09-26 0.06655931 0.0120
## 32 Suggary 02 2001-09-26 0.11570248 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.02857143 0.0140
## 34 Dempsey 12 2001-09-26 0.08033106 0.0190
## 35 Branche sud aval 03 2001-09-26 0.08344378 0.0090
## 36 Sewell 08 2001-09-26 0.16993243 0.0120
## 37 Sewell 08 2001-10-31 0.16993243 0.0120
## 38 Pok amont 04 2001-10-31 0.19026825 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 0.0050
## 40 Morrison 06 2001-10-31 0.06876640 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 0.0110
## 42 Pollard 10 2001-10-31 0.35535977 0.0080
## 43 br. sud amont 01 2001-10-31 0.05778240 0.0050
## 44 Dempsey 12 2001-10-31 0.08033106 0.0090
## 45 Malt 11 2001-10-31 0.06655931 0.0070
## 46 Suggary 02 2001-10-31 0.11570248 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.02857143 0.0120
## 48 Branche sud aval 03 2001-10-31 0.08344378 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 0.0050
## 50 Branche sud aval 03 2002-07-29 0.08344378 0.0070
## 51 Sewell 08 2002-07-29 0.16993243 0.0200
## 52 Pok amont 04 2002-07-29 0.19026825 0.0060
## 53 br. sud amont 01 2002-07-29 0.05778240 0.0060
## 54 Morrison 06 2002-07-29 0.06876640 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 0.0130
## 56 Pollard 10 2002-07-29 0.35535977 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.02857143 0.0120
## 58 Dempsey 12 2002-07-29 0.08033106 0.0100
## 59 Malt 11 2002-07-29 0.06655931 0.0090
## 60 Suggary 02 2002-07-29 0.11570248 0.0070
## 61 Pok amont 04 2002-08-28 0.19026825 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 0.0090
## 63 Dempsey 12 2002-08-28 0.08033106 0.0130
## 64 Branche sud aval 03 2002-08-28 0.08344378 0.0080
## 65 Sewell 08 2002-08-28 0.16993243 0.0100
## 66 Pollard 10 2002-08-28 0.35535977 0.0160
## 67 br. sud amont 01 2002-08-28 0.05778240 0.0070
## 68 Morrison 06 2002-08-28 0.06876640 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 0.0140
## 70 Suggary 02 2002-08-28 0.11570248 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.02857143 0.0130
## 72 Malt 11 2002-08-28 0.06655931 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 0.0070
## 74 Sewell 08 2002-10-02 0.16993243 0.0155
## 75 Pok amont 04 2002-10-02 0.19026825 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.02857143 0.0090
## 77 Dempsey 12 2002-10-02 0.08033106 0.0120
## 78 Branche sud aval 03 2002-10-02 0.08344378 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 0.0110
## 80 Pollard 10 2002-10-02 0.35535977 0.0110
## 81 br. sud amont 01 2002-10-02 0.05778240 0.0050
## 82 Morrison 06 2002-10-02 0.06876640 0.0050
## 83 Malt 11 2002-10-02 0.06655931 0.0080
## 84 Suggary 02 2002-10-02 0.11570248 0.0070
## 85 Pok amont 04 2002-10-31 0.19026825 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 0.0050
## 87 Branche sud aval 03 2002-10-31 0.08344378 0.0050
## 88 Sewell 08 2002-10-31 0.16993243 0.0130
## 89 Suggary 02 2002-10-31 0.11570248 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.02857143 0.0080
## 91 Dempsey 12 2002-10-31 0.08033106 0.0080
## 92 Morrison 06 2002-10-31 0.06876640 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 0.0090
## 94 Pollard 10 2002-10-31 0.35535977 0.0060
## 95 br. sud amont 01 2002-10-31 0.05778240 0.0065
## 96 Malt 11 2002-10-31 0.06655931 0.0050subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctNF_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.11140031 0.018
## 98 Dempsey 12 2021-07-28 0.06824147 0.024
## 99 Branche sud aval 03 2021-07-28 0.08212560 0.022
## 100 Sewell 08 2021-07-28 0.07747934 0.028
## 101 Waugh sanct. 07 2021-07-28 0.04285714 0.017
## 102 br. sud amont 01 2021-07-28 0.11051607 0.016
## 103 Morrison 06 2021-07-28 0.15779221 0.019
## 104 Malt 11 2021-07-28 0.17432432 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 0.026
## 106 Pollard 10 2021-07-28 0.19103774 0.051
## 107 Pok amont 04 2021-07-28 0.28354204 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 0.014
## 109 Malt 11 2021-08-31 0.19103774 0.005
## 110 Suggary 02 2021-08-31 0.35756241 0.011
## 111 Waugh sanct. 07 2021-08-31 0.11140031 0.006
## 112 Dempsey 12 2021-08-31 0.06824147 0.014
## 113 Branche sud aval 03 2021-08-31 0.08212560 0.009
## 114 Sewell 08 2021-08-31 0.07747934 0.015
## 115 Pollard 10 2021-08-31 0.04285714 0.073
## 116 br. sud amont 01 2021-08-31 0.11051607 0.016
## 117 Morrison 06 2021-08-31 0.15779221 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 0.029
## 120 Pok amont 04 2021-08-31 0.28354204 0.008
## 121 Suggary 02 2021-10-05 0.26200873 0.007
## 122 Morrison 06 2021-10-05 0.19103774 0.010
## 123 Malt 11 2021-10-05 0.28354204 0.012
## 124 Sewell 08 2021-10-05 0.35756241 0.024
## 125 Waugh sanct. 07 2021-10-05 0.11140031 0.019
## 126 Dempsey 12 2021-10-05 0.06824147 0.018
## 127 Branche sud aval 03 2021-10-05 0.08212560 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 0.025
## 129 Pollard 10 2021-10-05 0.04285714 0.037
## 130 br. sud amont 01 2021-10-05 0.11051607 0.019
## 131 Pok amont 04 2021-10-05 0.15779221 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 0.011
## 133 Malt 11 2021-10-28 0.17432432 0.009
## 134 Suggary 02 2021-10-28 0.26200873 0.009
## 135 br. sud amont 01 2021-10-28 0.19103774 0.013
## 136 Morrison 06 2021-10-28 0.06824147 0.011
## 137 Branche sud aval 03 2021-10-28 0.28354204 0.022
## 138 Sewell 08 2021-10-28 0.35756241 0.020
## 139 Waugh sanct. 07 2021-10-28 0.11140031 0.018
## 140 Dempsey 12 2021-10-28 0.11051607 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 0.018
## 143 Pollard 10 2021-10-28 0.04285714 0.033
## 144 Pok amont 04 2021-10-28 0.15779221 0.013
## 145 Pollard 10 2022-07-28 0.19103774 0.034
## 146 Morrison 06 2022-07-28 0.15779221 0.014
## 147 Malt 11 2022-07-28 0.17432432 0.008
## 148 Suggary 02 2022-07-28 0.26200873 0.009
## 149 br. sud amont 01 2022-07-28 0.11140031 0.016
## 150 Dempsey 12 2022-07-28 0.06824147 0.017
## 151 Branche sud aval 03 2022-07-28 0.28354204 0.013
## 152 Sewell 08 2022-07-28 0.35756241 0.019
## 153 Waugh sanct. 07 2022-07-28 0.04285714 0.011
## 154 Pok amont 04 2022-07-28 0.11051607 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 0.024
## 158 Pollard 10 2022-09-01 0.19103774 0.075
## 159 br. sud amont 01 2022-09-01 0.11051607 0.015
## 160 Morrison 06 2022-09-01 0.15779221 0.021
## 161 Malt 11 2022-09-01 0.17432432 0.008
## 162 Suggary 02 2022-09-01 0.35756241 0.010
## 163 Waugh sanct. 07 2022-09-01 0.11140031 0.021
## 164 Dempsey 12 2022-09-01 0.06824147 0.021
## 165 Branche sud aval 03 2022-09-01 0.28354204 0.016
## 166 Sewell 08 2022-09-01 0.07747934 0.019
## 167 Pok amont 04 2022-09-01 0.04285714 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 0.012
## 169 Sewell 08 2022-10-03 0.19103774 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 0.022
## 172 Pollard 10 2022-10-03 0.04285714 0.049
## 173 br. sud amont 01 2022-10-03 0.11051607 0.016
## 174 Morrison 06 2022-10-03 0.15779221 0.014
## 175 Malt 11 2022-10-03 0.28354204 0.007
## 176 Suggary 02 2022-10-03 0.35756241 0.005
## 177 Waugh sanct. 07 2022-10-03 0.11140031 0.013
## 178 Dempsey 12 2022-10-03 0.06824147 0.013
## 179 Branche sud aval 03 2022-10-03 0.08212560 0.009
## 180 Pok amont 04 2022-10-03 0.07747934 0.013
## 181 Branche sud aval 03 2022-11-01 0.26200873 0.013
## 182 Sewell 08 2022-11-01 0.19103774 0.021
## 183 Pok amont 04 2022-11-01 0.15779221 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 0.020
## 186 Pollard 10 2022-11-01 0.04285714 0.041
## 187 br. sud amont 01 2022-11-01 0.11051607 0.020
## 188 Morrison 06 2022-11-01 0.06824147 0.018
## 189 Malt 11 2022-11-01 0.28354204 0.009
## 190 Suggary 02 2022-11-01 0.35756241 0.010
## 191 Waugh sanct. 07 2022-11-01 0.11140031 0.017
## 192 Dempsey 12 2022-11-01 0.08212560 0.021ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et la variable non_foret",
x="Non_foret (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
non_foret_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctNF_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctNF_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.05778240 0.0500
## 2 Morrison 06 2001-08-01 0.06876640 0.0940
## 3 Malt 11 2001-08-01 0.06655931 0.0500
## 4 Suggary 02 2001-08-01 0.11570248 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.02857143 0.0500
## 6 Dempsey 12 2001-08-01 0.08033106 0.0500
## 7 Branche sud aval 03 2001-08-01 0.08344378 0.0500
## 8 Sewell 08 2001-08-01 0.16993243 0.1360
## 9 Pok amont 04 2001-08-01 0.19026825 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.10424528 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.23837209 0.2510
## 12 Pollard 10 2001-08-01 0.35535977 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.10424528 0.0500
## 14 Pollard 10 2001-08-28 0.35535977 0.3010
## 15 br. sud amont 01 2001-08-28 0.05778240 0.0500
## 16 Morrison 06 2001-08-28 0.06876640 0.0910
## 17 Malt 11 2001-08-28 0.06655931 0.0500
## 18 Suggary 02 2001-08-28 0.11570248 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.02857143 0.0500
## 20 Dempsey 12 2001-08-28 0.08033106 0.0500
## 21 Branche sud aval 03 2001-08-28 0.08344378 0.0500
## 22 Sewell 08 2001-08-28 0.16993243 0.1330
## 23 Pok amont 04 2001-08-28 0.19026825 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.23837209 0.2810
## 25 Pok amont 04 2001-09-26 0.19026825 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.10424528 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.23837209 0.2110
## 28 Pollard 10 2001-09-26 0.35535977 0.1845
## 29 br. sud amont 01 2001-09-26 0.05778240 0.0770
## 30 Morrison 06 2001-09-26 0.06876640 0.0500
## 31 Malt 11 2001-09-26 0.06655931 0.0500
## 32 Suggary 02 2001-09-26 0.11570248 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.02857143 0.0500
## 34 Dempsey 12 2001-09-26 0.08033106 0.0500
## 35 Branche sud aval 03 2001-09-26 0.08344378 0.0500
## 36 Sewell 08 2001-09-26 0.16993243 0.0500
## 37 Sewell 08 2001-10-31 0.16993243 0.0500
## 38 Pok amont 04 2001-10-31 0.19026825 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.10424528 0.0500
## 40 Morrison 06 2001-10-31 0.06876640 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.23837209 0.0500
## 42 Pollard 10 2001-10-31 0.35535977 0.2300
## 43 br. sud amont 01 2001-10-31 0.05778240 0.0500
## 44 Dempsey 12 2001-10-31 0.08033106 0.0500
## 45 Malt 11 2001-10-31 0.06655931 0.0500
## 46 Suggary 02 2001-10-31 0.11570248 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.02857143 0.0500
## 48 Branche sud aval 03 2001-10-31 0.08344378 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.10424528 0.0500
## 50 Branche sud aval 03 2002-07-29 0.08344378 0.0500
## 51 Sewell 08 2002-07-29 0.16993243 0.2200
## 52 Pok amont 04 2002-07-29 0.19026825 0.0700
## 53 br. sud amont 01 2002-07-29 0.05778240 0.0500
## 54 Morrison 06 2002-07-29 0.06876640 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.23837209 0.2800
## 56 Pollard 10 2002-07-29 0.35535977 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.02857143 0.0500
## 58 Dempsey 12 2002-07-29 0.08033106 0.0500
## 59 Malt 11 2002-07-29 0.06655931 0.0500
## 60 Suggary 02 2002-07-29 0.11570248 0.1900
## 61 Pok amont 04 2002-08-28 0.19026825 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.10424528 0.0500
## 63 Dempsey 12 2002-08-28 0.08033106 0.0500
## 64 Branche sud aval 03 2002-08-28 0.08344378 0.0500
## 65 Sewell 08 2002-08-28 0.16993243 0.0500
## 66 Pollard 10 2002-08-28 0.35535977 0.1800
## 67 br. sud amont 01 2002-08-28 0.05778240 0.0500
## 68 Morrison 06 2002-08-28 0.06876640 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.23837209 0.3000
## 70 Suggary 02 2002-08-28 0.11570248 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.02857143 0.0500
## 72 Malt 11 2002-08-28 0.06655931 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.10424528 0.0500
## 74 Sewell 08 2002-10-02 0.16993243 0.0500
## 75 Pok amont 04 2002-10-02 0.19026825 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.02857143 0.0500
## 77 Dempsey 12 2002-10-02 0.08033106 0.0500
## 78 Branche sud aval 03 2002-10-02 0.08344378 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.23837209 0.1900
## 80 Pollard 10 2002-10-02 0.35535977 0.1300
## 81 br. sud amont 01 2002-10-02 0.05778240 0.0500
## 82 Morrison 06 2002-10-02 0.06876640 0.0500
## 83 Malt 11 2002-10-02 0.06655931 0.0500
## 84 Suggary 02 2002-10-02 0.11570248 0.1300
## 85 Pok amont 04 2002-10-31 0.19026825 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.10424528 0.0500
## 87 Branche sud aval 03 2002-10-31 0.08344378 0.0500
## 88 Sewell 08 2002-10-31 0.16993243 0.2300
## 89 Suggary 02 2002-10-31 0.11570248 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.02857143 0.0800
## 91 Dempsey 12 2002-10-31 0.08033106 0.0500
## 92 Morrison 06 2002-10-31 0.06876640 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.23837209 0.2200
## 94 Pollard 10 2002-10-31 0.35535977 0.1900
## 95 br. sud amont 01 2002-10-31 0.05778240 0.0500
## 96 Malt 11 2002-10-31 0.06655931 0.1300subset(Period2, select=c(Station2, Date, pctNF_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctNF_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.11140031 0.11
## 98 Dempsey 12 2021-07-28 0.06824147 0.08
## 99 Branche sud aval 03 2021-07-28 0.08212560 0.05
## 100 Sewell 08 2021-07-28 0.07747934 0.17
## 101 Waugh sanct. 07 2021-07-28 0.04285714 0.06
## 102 br. sud amont 01 2021-07-28 0.11051607 0.08
## 103 Morrison 06 2021-07-28 0.15779221 0.05
## 104 Malt 11 2021-07-28 0.17432432 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.26200873 0.21
## 106 Pollard 10 2021-07-28 0.19103774 0.40
## 107 Pok amont 04 2021-07-28 0.28354204 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.35756241 0.18
## 109 Malt 11 2021-08-31 0.19103774 0.06
## 110 Suggary 02 2021-08-31 0.35756241 0.12
## 111 Waugh sanct. 07 2021-08-31 0.11140031 0.05
## 112 Dempsey 12 2021-08-31 0.06824147 0.08
## 113 Branche sud aval 03 2021-08-31 0.08212560 0.06
## 114 Sewell 08 2021-08-31 0.07747934 0.12
## 115 Pollard 10 2021-08-31 0.04285714 0.32
## 116 br. sud amont 01 2021-08-31 0.11051607 0.05
## 117 Morrison 06 2021-08-31 0.15779221 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.17432432 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.26200873 0.21
## 120 Pok amont 04 2021-08-31 0.28354204 0.10
## 121 Suggary 02 2021-10-05 0.26200873 0.17
## 122 Morrison 06 2021-10-05 0.19103774 0.06
## 123 Malt 11 2021-10-05 0.28354204 0.12
## 124 Sewell 08 2021-10-05 0.35756241 0.13
## 125 Waugh sanct. 07 2021-10-05 0.11140031 0.05
## 126 Dempsey 12 2021-10-05 0.06824147 0.09
## 127 Branche sud aval 03 2021-10-05 0.08212560 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.07747934 0.33
## 129 Pollard 10 2021-10-05 0.04285714 0.38
## 130 br. sud amont 01 2021-10-05 0.11051607 0.05
## 131 Pok amont 04 2021-10-05 0.15779221 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.17432432 0.22
## 133 Malt 11 2021-10-28 0.17432432 0.07
## 134 Suggary 02 2021-10-28 0.26200873 0.15
## 135 br. sud amont 01 2021-10-28 0.19103774 0.05
## 136 Morrison 06 2021-10-28 0.06824147 0.08
## 137 Branche sud aval 03 2021-10-28 0.28354204 0.07
## 138 Sewell 08 2021-10-28 0.35756241 0.14
## 139 Waugh sanct. 07 2021-10-28 0.11140031 0.05
## 140 Dempsey 12 2021-10-28 0.11051607 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.08212560 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.07747934 0.36
## 143 Pollard 10 2021-10-28 0.04285714 0.38
## 144 Pok amont 04 2021-10-28 0.15779221 0.13
## 145 Pollard 10 2022-07-28 0.19103774 0.40
## 146 Morrison 06 2022-07-28 0.15779221 0.08
## 147 Malt 11 2022-07-28 0.17432432 0.06
## 148 Suggary 02 2022-07-28 0.26200873 0.11
## 149 br. sud amont 01 2022-07-28 0.11140031 0.05
## 150 Dempsey 12 2022-07-28 0.06824147 0.11
## 151 Branche sud aval 03 2022-07-28 0.28354204 0.07
## 152 Sewell 08 2022-07-28 0.35756241 0.17
## 153 Waugh sanct. 07 2022-07-28 0.04285714 0.05
## 154 Pok amont 04 2022-07-28 0.11051607 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.08212560 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.07747934 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.26200873 0.26
## 158 Pollard 10 2022-09-01 0.19103774 0.53
## 159 br. sud amont 01 2022-09-01 0.11051607 0.05
## 160 Morrison 06 2022-09-01 0.15779221 0.06
## 161 Malt 11 2022-09-01 0.17432432 0.10
## 162 Suggary 02 2022-09-01 0.35756241 0.13
## 163 Waugh sanct. 07 2022-09-01 0.11140031 0.10
## 164 Dempsey 12 2022-09-01 0.06824147 0.15
## 165 Branche sud aval 03 2022-09-01 0.28354204 0.06
## 166 Sewell 08 2022-09-01 0.07747934 0.17
## 167 Pok amont 04 2022-09-01 0.04285714 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.08212560 0.12
## 169 Sewell 08 2022-10-03 0.19103774 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.17432432 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.26200873 0.27
## 172 Pollard 10 2022-10-03 0.04285714 0.50
## 173 br. sud amont 01 2022-10-03 0.11051607 0.06
## 174 Morrison 06 2022-10-03 0.15779221 0.05
## 175 Malt 11 2022-10-03 0.28354204 0.06
## 176 Suggary 02 2022-10-03 0.35756241 0.15
## 177 Waugh sanct. 07 2022-10-03 0.11140031 0.09
## 178 Dempsey 12 2022-10-03 0.06824147 0.09
## 179 Branche sud aval 03 2022-10-03 0.08212560 0.05
## 180 Pok amont 04 2022-10-03 0.07747934 0.05
## 181 Branche sud aval 03 2022-11-01 0.26200873 0.05
## 182 Sewell 08 2022-11-01 0.19103774 0.15
## 183 Pok amont 04 2022-11-01 0.15779221 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.17432432 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.07747934 0.25
## 186 Pollard 10 2022-11-01 0.04285714 0.54
## 187 br. sud amont 01 2022-11-01 0.11051607 0.07
## 188 Morrison 06 2022-11-01 0.06824147 0.09
## 189 Malt 11 2022-11-01 0.28354204 0.07
## 190 Suggary 02 2022-11-01 0.35756241 0.16
## 191 Waugh sanct. 07 2022-11-01 0.11140031 0.06
## 192 Dempsey 12 2022-11-01 0.08212560 0.11ggplot() +
geom_point(data=Period1, aes(x=pctNF_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctNF_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctNF_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctNF_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et la variable non_foret",
x="Non_foret (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
AGR: Agriculture
#crée la variable pourcentage
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvAgriculture_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctAGR_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.03019261 11.5
## 2 Morrison 06 2001-08-01 0.03779528 10.2
## 3 Malt 11 2001-08-01 0.03059581 25.2
## 4 Suggary 02 2001-08-01 0.08780992 14.4
## 5 Waugh sanct. 07 2001-08-01 0.01351351 10.8
## 6 Dempsey 12 2001-08-01 0.03213242 20.4
## 7 Branche sud aval 03 2001-08-01 0.06642438 13.5
## 8 Sewell 08 2001-08-01 0.12364865 12.8
## 9 Pok amont 04 2001-08-01 0.18215845 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 9.0
## 12 Pollard 10 2001-08-01 0.19823789 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 9.3
## 14 Pollard 10 2001-08-28 0.19823789 12.0
## 15 br. sud amont 01 2001-08-28 0.03019261 10.0
## 16 Morrison 06 2001-08-28 0.03779528 NaN
## 17 Malt 11 2001-08-28 0.03059581 8.8
## 18 Suggary 02 2001-08-28 0.08780992 13.0
## 19 Waugh sanct. 07 2001-08-28 0.01351351 10.6
## 20 Dempsey 12 2001-08-28 0.03213242 13.5
## 21 Branche sud aval 03 2001-08-28 0.06642438 11.5
## 22 Sewell 08 2001-08-28 0.12364865 13.5
## 23 Pok amont 04 2001-08-28 0.18215845 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 10.9
## 25 Pok amont 04 2001-09-26 0.18215845 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 11.8
## 28 Pollard 10 2001-09-26 0.19823789 12.7
## 29 br. sud amont 01 2001-09-26 0.03019261 11.5
## 30 Morrison 06 2001-09-26 0.03779528 11.2
## 31 Malt 11 2001-09-26 0.03059581 9.3
## 32 Suggary 02 2001-09-26 0.08780992 12.9
## 33 Waugh sanct. 07 2001-09-26 0.01351351 10.4
## 34 Dempsey 12 2001-09-26 0.03213242 13.4
## 35 Branche sud aval 03 2001-09-26 0.06642438 12.0
## 36 Sewell 08 2001-09-26 0.12364865 12.9
## 37 Sewell 08 2001-10-31 0.12364865 1.4
## 38 Pok amont 04 2001-10-31 0.18215845 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 3.0
## 40 Morrison 06 2001-10-31 0.03779528 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 2.1
## 42 Pollard 10 2001-10-31 0.19823789 3.3
## 43 br. sud amont 01 2001-10-31 0.03019261 2.7
## 44 Dempsey 12 2001-10-31 0.03213242 3.9
## 45 Malt 11 2001-10-31 0.03059581 4.8
## 46 Suggary 02 2001-10-31 0.08780992 2.1
## 47 Waugh sanct. 07 2001-10-31 0.01351351 2.7
## 48 Branche sud aval 03 2001-10-31 0.06642438 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 17.5
## 50 Branche sud aval 03 2002-07-29 0.06642438 15.7
## 51 Sewell 08 2002-07-29 0.12364865 16.8
## 52 Pok amont 04 2002-07-29 0.18215845 13.3
## 53 br. sud amont 01 2002-07-29 0.03019261 14.7
## 54 Morrison 06 2002-07-29 0.03779528 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 17.4
## 56 Pollard 10 2002-07-29 0.19823789 17.0
## 57 Waugh sanct. 07 2002-07-29 0.01351351 16.4
## 58 Dempsey 12 2002-07-29 0.03213242 15.6
## 59 Malt 11 2002-07-29 0.03059581 14.9
## 60 Suggary 02 2002-07-29 0.08780992 17.9
## 61 Pok amont 04 2002-08-28 0.18215845 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 10.2
## 63 Dempsey 12 2002-08-28 0.03213242 13.2
## 64 Branche sud aval 03 2002-08-28 0.06642438 11.3
## 65 Sewell 08 2002-08-28 0.12364865 13.1
## 66 Pollard 10 2002-08-28 0.19823789 11.1
## 67 br. sud amont 01 2002-08-28 0.03019261 11.1
## 68 Morrison 06 2002-08-28 0.03779528 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 12.9
## 70 Suggary 02 2002-08-28 0.08780992 10.6
## 71 Waugh sanct. 07 2002-08-28 0.01351351 10.1
## 72 Malt 11 2002-08-28 0.03059581 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 10.7
## 74 Sewell 08 2002-10-02 0.12364865 12.7
## 75 Pok amont 04 2002-10-02 0.18215845 7.8
## 76 Waugh sanct. 07 2002-10-02 0.01351351 10.7
## 77 Dempsey 12 2002-10-02 0.03213242 11.1
## 78 Branche sud aval 03 2002-10-02 0.06642438 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 12.9
## 80 Pollard 10 2002-10-02 0.19823789 10.8
## 81 br. sud amont 01 2002-10-02 0.03019261 11.0
## 82 Morrison 06 2002-10-02 0.03779528 10.5
## 83 Malt 11 2002-10-02 0.03059581 7.8
## 84 Suggary 02 2002-10-02 0.08780992 10.3
## 85 Pok amont 04 2002-10-31 0.18215845 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 2.7
## 87 Branche sud aval 03 2002-10-31 0.06642438 NaN
## 88 Sewell 08 2002-10-31 0.12364865 1.6
## 89 Suggary 02 2002-10-31 0.08780992 2.7
## 90 Waugh sanct. 07 2002-10-31 0.01351351 2.7
## 91 Dempsey 12 2002-10-31 0.03213242 3.3
## 92 Morrison 06 2002-10-31 0.03779528 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 2.3
## 94 Pollard 10 2002-10-31 0.19823789 2.7
## 95 br. sud amont 01 2002-10-31 0.03019261 2.5
## 96 Malt 11 2002-10-31 0.03059581 4.4subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctAGR_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.05361791 11.5
## 98 Dempsey 12 2021-07-28 0.03149606 16.1
## 99 Branche sud aval 03 2021-07-28 0.03488996 15.5
## 100 Sewell 08 2021-07-28 0.03822314 14.2
## 101 Waugh sanct. 07 2021-07-28 0.02316602 12.1
## 102 br. sud amont 01 2021-07-28 0.04819864 14.0
## 103 Morrison 06 2021-07-28 0.12471091 15.7
## 104 Malt 11 2021-07-28 0.10337838 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 16.9
## 106 Pollard 10 2021-07-28 0.13349057 14.6
## 107 Pok amont 04 2021-07-28 0.15787120 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 11.9
## 109 Malt 11 2021-08-31 0.13349057 12.0
## 110 Suggary 02 2021-08-31 0.17621145 11.0
## 111 Waugh sanct. 07 2021-08-31 0.05361791 12.8
## 112 Dempsey 12 2021-08-31 0.03149606 15.0
## 113 Branche sud aval 03 2021-08-31 0.03488996 15.0
## 114 Sewell 08 2021-08-31 0.03822314 14.6
## 115 Pollard 10 2021-08-31 0.02316602 15.7
## 116 br. sud amont 01 2021-08-31 0.04819864 13.7
## 117 Morrison 06 2021-08-31 0.12471091 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 16.4
## 120 Pok amont 04 2021-08-31 0.15787120 10.8
## 121 Suggary 02 2021-10-05 0.24142233 6.3
## 122 Morrison 06 2021-10-05 0.13349057 7.0
## 123 Malt 11 2021-10-05 0.15787120 8.5
## 124 Sewell 08 2021-10-05 0.17621145 8.0
## 125 Waugh sanct. 07 2021-10-05 0.05361791 9.0
## 126 Dempsey 12 2021-10-05 0.03149606 8.7
## 127 Branche sud aval 03 2021-10-05 0.03488996 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 7.9
## 129 Pollard 10 2021-10-05 0.02316602 8.7
## 130 br. sud amont 01 2021-10-05 0.04819864 7.3
## 131 Pok amont 04 2021-10-05 0.12471091 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 6.4
## 133 Malt 11 2021-10-28 0.10337838 7.1
## 134 Suggary 02 2021-10-28 0.24142233 6.7
## 135 br. sud amont 01 2021-10-28 0.13349057 7.0
## 136 Morrison 06 2021-10-28 0.03149606 6.4
## 137 Branche sud aval 03 2021-10-28 0.15787120 6.7
## 138 Sewell 08 2021-10-28 0.17621145 7.4
## 139 Waugh sanct. 07 2021-10-28 0.05361791 7.3
## 140 Dempsey 12 2021-10-28 0.04819864 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 7.2
## 143 Pollard 10 2021-10-28 0.02316602 7.5
## 144 Pok amont 04 2021-10-28 0.12471091 7.2
## 145 Pollard 10 2022-07-28 0.13349057 14.2
## 146 Morrison 06 2022-07-28 0.12471091 13.3
## 147 Malt 11 2022-07-28 0.10337838 12.9
## 148 Suggary 02 2022-07-28 0.24142233 11.4
## 149 br. sud amont 01 2022-07-28 0.05361791 14.9
## 150 Dempsey 12 2022-07-28 0.03149606 15.3
## 151 Branche sud aval 03 2022-07-28 0.15787120 15.5
## 152 Sewell 08 2022-07-28 0.17621145 15.1
## 153 Waugh sanct. 07 2022-07-28 0.02316602 13.1
## 154 Pok amont 04 2022-07-28 0.04819864 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 16.2
## 158 Pollard 10 2022-09-01 0.13349057 15.1
## 159 br. sud amont 01 2022-09-01 0.04819864 14.8
## 160 Morrison 06 2022-09-01 0.12471091 15.0
## 161 Malt 11 2022-09-01 0.10337838 12.3
## 162 Suggary 02 2022-09-01 0.17621145 11.9
## 163 Waugh sanct. 07 2022-09-01 0.05361791 14.0
## 164 Dempsey 12 2022-09-01 0.03149606 15.0
## 165 Branche sud aval 03 2022-09-01 0.15787120 16.2
## 166 Sewell 08 2022-09-01 0.03822314 15.9
## 167 Pok amont 04 2022-09-01 0.02316602 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 12.9
## 169 Sewell 08 2022-10-03 0.13349057 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 6.5
## 172 Pollard 10 2022-10-03 0.02316602 6.5
## 173 br. sud amont 01 2022-10-03 0.04819864 5.6
## 174 Morrison 06 2022-10-03 0.12471091 4.7
## 175 Malt 11 2022-10-03 0.15787120 7.9
## 176 Suggary 02 2022-10-03 0.17621145 4.5
## 177 Waugh sanct. 07 2022-10-03 0.05361791 6.3
## 178 Dempsey 12 2022-10-03 0.03149606 6.0
## 179 Branche sud aval 03 2022-10-03 0.03488996 6.2
## 180 Pok amont 04 2022-10-03 0.03822314 6.5
## 181 Branche sud aval 03 2022-11-01 0.24142233 6.5
## 182 Sewell 08 2022-11-01 0.13349057 7.1
## 183 Pok amont 04 2022-11-01 0.12471091 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 7.4
## 186 Pollard 10 2022-11-01 0.02316602 8.0
## 187 br. sud amont 01 2022-11-01 0.04819864 7.0
## 188 Morrison 06 2022-11-01 0.03149606 5.9
## 189 Malt 11 2022-11-01 0.15787120 7.6
## 190 Suggary 02 2022-11-01 0.17621145 6.5
## 191 Waugh sanct. 07 2022-11-01 0.05361791 7.3
## 192 Dempsey 12 2022-11-01 0.03488996 7.8ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Agriculture_vs_Oxygène
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctAGR_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.03019261 11.30
## 2 Morrison 06 2001-08-01 0.03779528 10.60
## 3 Malt 11 2001-08-01 0.03059581 11.80
## 4 Suggary 02 2001-08-01 0.08780992 10.50
## 5 Waugh sanct. 07 2001-08-01 0.01351351 10.40
## 6 Dempsey 12 2001-08-01 0.03213242 8.10
## 7 Branche sud aval 03 2001-08-01 0.06642438 11.00
## 8 Sewell 08 2001-08-01 0.12364865 11.10
## 9 Pok amont 04 2001-08-01 0.18215845 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 12.10
## 12 Pollard 10 2001-08-01 0.19823789 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 10.60
## 14 Pollard 10 2001-08-28 0.19823789 9.60
## 15 br. sud amont 01 2001-08-28 0.03019261 10.12
## 16 Morrison 06 2001-08-28 0.03779528 NaN
## 17 Malt 11 2001-08-28 0.03059581 10.60
## 18 Suggary 02 2001-08-28 0.08780992 9.45
## 19 Waugh sanct. 07 2001-08-28 0.01351351 10.00
## 20 Dempsey 12 2001-08-28 0.03213242 8.80
## 21 Branche sud aval 03 2001-08-28 0.06642438 10.00
## 22 Sewell 08 2001-08-28 0.12364865 9.40
## 23 Pok amont 04 2001-08-28 0.18215845 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 10.00
## 25 Pok amont 04 2001-09-26 0.18215845 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 8.51
## 28 Pollard 10 2001-09-26 0.19823789 8.40
## 29 br. sud amont 01 2001-09-26 0.03019261 8.50
## 30 Morrison 06 2001-09-26 0.03779528 8.60
## 31 Malt 11 2001-09-26 0.03059581 9.00
## 32 Suggary 02 2001-09-26 0.08780992 8.44
## 33 Waugh sanct. 07 2001-09-26 0.01351351 8.62
## 34 Dempsey 12 2001-09-26 0.03213242 8.30
## 35 Branche sud aval 03 2001-09-26 0.06642438 9.20
## 36 Sewell 08 2001-09-26 0.12364865 7.92
## 37 Sewell 08 2001-10-31 0.12364865 7.70
## 38 Pok amont 04 2001-10-31 0.18215845 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 9.46
## 40 Morrison 06 2001-10-31 0.03779528 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 8.70
## 42 Pollard 10 2001-10-31 0.19823789 8.85
## 43 br. sud amont 01 2001-10-31 0.03019261 7.80
## 44 Dempsey 12 2001-10-31 0.03213242 8.43
## 45 Malt 11 2001-10-31 0.03059581 9.20
## 46 Suggary 02 2001-10-31 0.08780992 7.30
## 47 Waugh sanct. 07 2001-10-31 0.01351351 8.00
## 48 Branche sud aval 03 2001-10-31 0.06642438 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 8.01
## 50 Branche sud aval 03 2002-07-29 0.06642438 8.50
## 51 Sewell 08 2002-07-29 0.12364865 7.60
## 52 Pok amont 04 2002-07-29 0.18215845 8.17
## 53 br. sud amont 01 2002-07-29 0.03019261 8.65
## 54 Morrison 06 2002-07-29 0.03779528 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 7.10
## 56 Pollard 10 2002-07-29 0.19823789 7.45
## 57 Waugh sanct. 07 2002-07-29 0.01351351 7.90
## 58 Dempsey 12 2002-07-29 0.03213242 8.30
## 59 Malt 11 2002-07-29 0.03059581 8.90
## 60 Suggary 02 2002-07-29 0.08780992 8.20
## 61 Pok amont 04 2002-08-28 0.18215845 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 9.46
## 63 Dempsey 12 2002-08-28 0.03213242 8.20
## 64 Branche sud aval 03 2002-08-28 0.06642438 10.41
## 65 Sewell 08 2002-08-28 0.12364865 9.80
## 66 Pollard 10 2002-08-28 0.19823789 9.02
## 67 br. sud amont 01 2002-08-28 0.03019261 10.20
## 68 Morrison 06 2002-08-28 0.03779528 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 11.05
## 70 Suggary 02 2002-08-28 0.08780992 11.24
## 71 Waugh sanct. 07 2002-08-28 0.01351351 10.00
## 72 Malt 11 2002-08-28 0.03059581 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 4.42
## 74 Sewell 08 2002-10-02 0.12364865 6.84
## 75 Pok amont 04 2002-10-02 0.18215845 7.20
## 76 Waugh sanct. 07 2002-10-02 0.01351351 6.10
## 77 Dempsey 12 2002-10-02 0.03213242 5.70
## 78 Branche sud aval 03 2002-10-02 0.06642438 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 7.49
## 80 Pollard 10 2002-10-02 0.19823789 6.80
## 81 br. sud amont 01 2002-10-02 0.03019261 7.16
## 82 Morrison 06 2002-10-02 0.03779528 7.60
## 83 Malt 11 2002-10-02 0.03059581 6.40
## 84 Suggary 02 2002-10-02 0.08780992 8.08
## 85 Pok amont 04 2002-10-31 0.18215845 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 8.50
## 87 Branche sud aval 03 2002-10-31 0.06642438 NaN
## 88 Sewell 08 2002-10-31 0.12364865 8.30
## 89 Suggary 02 2002-10-31 0.08780992 8.60
## 90 Waugh sanct. 07 2002-10-31 0.01351351 7.00
## 91 Dempsey 12 2002-10-31 0.03213242 7.40
## 92 Morrison 06 2002-10-31 0.03779528 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 7.60
## 94 Pollard 10 2002-10-31 0.19823789 7.60
## 95 br. sud amont 01 2002-10-31 0.03019261 8.20
## 96 Malt 11 2002-10-31 0.03059581 8.00subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctAGR_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.05361791 9.68
## 98 Dempsey 12 2021-07-28 0.03149606 9.38
## 99 Branche sud aval 03 2021-07-28 0.03488996 8.51
## 100 Sewell 08 2021-07-28 0.03822314 9.29
## 101 Waugh sanct. 07 2021-07-28 0.02316602 9.84
## 102 br. sud amont 01 2021-07-28 0.04819864 8.43
## 103 Morrison 06 2021-07-28 0.12471091 9.04
## 104 Malt 11 2021-07-28 0.10337838 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 8.70
## 106 Pollard 10 2021-07-28 0.13349057 9.81
## 107 Pok amont 04 2021-07-28 0.15787120 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 10.29
## 109 Malt 11 2021-08-31 0.13349057 11.07
## 110 Suggary 02 2021-08-31 0.17621145 10.16
## 111 Waugh sanct. 07 2021-08-31 0.05361791 10.03
## 112 Dempsey 12 2021-08-31 0.03149606 9.51
## 113 Branche sud aval 03 2021-08-31 0.03488996 8.83
## 114 Sewell 08 2021-08-31 0.03822314 8.18
## 115 Pollard 10 2021-08-31 0.02316602 8.15
## 116 br. sud amont 01 2021-08-31 0.04819864 7.94
## 117 Morrison 06 2021-08-31 0.12471091 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 8.54
## 120 Pok amont 04 2021-08-31 0.15787120 8.70
## 121 Suggary 02 2021-10-05 0.24142233 12.14
## 122 Morrison 06 2021-10-05 0.13349057 11.19
## 123 Malt 11 2021-10-05 0.15787120 10.27
## 124 Sewell 08 2021-10-05 0.17621145 11.17
## 125 Waugh sanct. 07 2021-10-05 0.05361791 10.42
## 126 Dempsey 12 2021-10-05 0.03149606 10.86
## 127 Branche sud aval 03 2021-10-05 0.03488996 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 10.87
## 129 Pollard 10 2021-10-05 0.02316602 11.29
## 130 br. sud amont 01 2021-10-05 0.04819864 10.74
## 131 Pok amont 04 2021-10-05 0.12471091 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 11.40
## 133 Malt 11 2021-10-28 0.10337838 10.50
## 134 Suggary 02 2021-10-28 0.24142233 11.68
## 135 br. sud amont 01 2021-10-28 0.13349057 10.93
## 136 Morrison 06 2021-10-28 0.03149606 11.66
## 137 Branche sud aval 03 2021-10-28 0.15787120 11.22
## 138 Sewell 08 2021-10-28 0.17621145 11.44
## 139 Waugh sanct. 07 2021-10-28 0.05361791 10.96
## 140 Dempsey 12 2021-10-28 0.04819864 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 10.41
## 143 Pollard 10 2021-10-28 0.02316602 10.54
## 144 Pok amont 04 2021-10-28 0.12471091 10.80
## 145 Pollard 10 2022-07-28 0.13349057 10.75
## 146 Morrison 06 2022-07-28 0.12471091 10.00
## 147 Malt 11 2022-07-28 0.10337838 11.60
## 148 Suggary 02 2022-07-28 0.24142233 11.40
## 149 br. sud amont 01 2022-07-28 0.05361791 8.64
## 150 Dempsey 12 2022-07-28 0.03149606 9.34
## 151 Branche sud aval 03 2022-07-28 0.15787120 9.55
## 152 Sewell 08 2022-07-28 0.17621145 9.50
## 153 Waugh sanct. 07 2022-07-28 0.02316602 9.90
## 154 Pok amont 04 2022-07-28 0.04819864 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 9.19
## 158 Pollard 10 2022-09-01 0.13349057 10.25
## 159 br. sud amont 01 2022-09-01 0.04819864 8.28
## 160 Morrison 06 2022-09-01 0.12471091 9.52
## 161 Malt 11 2022-09-01 0.10337838 11.08
## 162 Suggary 02 2022-09-01 0.17621145 10.24
## 163 Waugh sanct. 07 2022-09-01 0.05361791 9.22
## 164 Dempsey 12 2022-09-01 0.03149606 9.44
## 165 Branche sud aval 03 2022-09-01 0.15787120 8.95
## 166 Sewell 08 2022-09-01 0.03822314 9.02
## 167 Pok amont 04 2022-09-01 0.02316602 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 10.06
## 169 Sewell 08 2022-10-03 0.13349057 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 12.20
## 172 Pollard 10 2022-10-03 0.02316602 13.04
## 173 br. sud amont 01 2022-10-03 0.04819864 11.04
## 174 Morrison 06 2022-10-03 0.12471091 12.92
## 175 Malt 11 2022-10-03 0.15787120 12.67
## 176 Suggary 02 2022-10-03 0.17621145 13.13
## 177 Waugh sanct. 07 2022-10-03 0.05361791 12.07
## 178 Dempsey 12 2022-10-03 0.03149606 11.87
## 179 Branche sud aval 03 2022-10-03 0.03488996 12.21
## 180 Pok amont 04 2022-10-03 0.03822314 10.04
## 181 Branche sud aval 03 2022-11-01 0.24142233 12.07
## 182 Sewell 08 2022-11-01 0.13349057 12.13
## 183 Pok amont 04 2022-11-01 0.12471091 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 11.17
## 186 Pollard 10 2022-11-01 0.02316602 10.85
## 187 br. sud amont 01 2022-11-01 0.04819864 11.78
## 188 Morrison 06 2022-11-01 0.03149606 12.66
## 189 Malt 11 2022-11-01 0.15787120 11.63
## 190 Suggary 02 2022-11-01 0.17621145 12.35
## 191 Waugh sanct. 07 2022-11-01 0.05361791 9.42
## 192 Dempsey 12 2022-11-01 0.03488996 11.07ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Agriculture_vs_conductivité
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctAGR_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.03019261 171.0
## 2 Morrison 06 2001-08-01 0.03779528 114.0
## 3 Malt 11 2001-08-01 0.03059581 108.0
## 4 Suggary 02 2001-08-01 0.08780992 118.0
## 5 Waugh sanct. 07 2001-08-01 0.01351351 133.0
## 6 Dempsey 12 2001-08-01 0.03213242 128.0
## 7 Branche sud aval 03 2001-08-01 0.06642438 115.0
## 8 Sewell 08 2001-08-01 0.12364865 134.0
## 9 Pok amont 04 2001-08-01 0.18215845 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 100.0
## 12 Pollard 10 2001-08-01 0.19823789 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 105.0
## 14 Pollard 10 2001-08-28 0.19823789 162.0
## 15 br. sud amont 01 2001-08-28 0.03019261 177.0
## 16 Morrison 06 2001-08-28 0.03779528 115.0
## 17 Malt 11 2001-08-28 0.03059581 90.3
## 18 Suggary 02 2001-08-28 0.08780992 119.0
## 19 Waugh sanct. 07 2001-08-28 0.01351351 132.0
## 20 Dempsey 12 2001-08-28 0.03213242 129.0
## 21 Branche sud aval 03 2001-08-28 0.06642438 113.0
## 22 Sewell 08 2001-08-28 0.12364865 150.0
## 23 Pok amont 04 2001-08-28 0.18215845 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 112.0
## 25 Pok amont 04 2001-09-26 0.18215845 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 111.0
## 28 Pollard 10 2001-09-26 0.19823789 153.5
## 29 br. sud amont 01 2001-09-26 0.03019261 158.0
## 30 Morrison 06 2001-09-26 0.03779528 117.0
## 31 Malt 11 2001-09-26 0.03059581 97.7
## 32 Suggary 02 2001-09-26 0.08780992 139.0
## 33 Waugh sanct. 07 2001-09-26 0.01351351 136.0
## 34 Dempsey 12 2001-09-26 0.03213242 137.0
## 35 Branche sud aval 03 2001-09-26 0.06642438 123.0
## 36 Sewell 08 2001-09-26 0.12364865 173.0
## 37 Sewell 08 2001-10-31 0.12364865 111.0
## 38 Pok amont 04 2001-10-31 0.18215845 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 112.0
## 40 Morrison 06 2001-10-31 0.03779528 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 87.2
## 42 Pollard 10 2001-10-31 0.19823789 164.0
## 43 br. sud amont 01 2001-10-31 0.03019261 162.0
## 44 Dempsey 12 2001-10-31 0.03213242 128.0
## 45 Malt 11 2001-10-31 0.03059581 98.8
## 46 Suggary 02 2001-10-31 0.08780992 120.0
## 47 Waugh sanct. 07 2001-10-31 0.01351351 102.0
## 48 Branche sud aval 03 2001-10-31 0.06642438 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 112.0
## 50 Branche sud aval 03 2002-07-29 0.06642438 116.0
## 51 Sewell 08 2002-07-29 0.12364865 139.0
## 52 Pok amont 04 2002-07-29 0.18215845 57.1
## 53 br. sud amont 01 2002-07-29 0.03019261 148.0
## 54 Morrison 06 2002-07-29 0.03779528 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 105.0
## 56 Pollard 10 2002-07-29 0.19823789 162.0
## 57 Waugh sanct. 07 2002-07-29 0.01351351 133.0
## 58 Dempsey 12 2002-07-29 0.03213242 143.0
## 59 Malt 11 2002-07-29 0.03059581 96.6
## 60 Suggary 02 2002-07-29 0.08780992 110.0
## 61 Pok amont 04 2002-08-28 0.18215845 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 115.0
## 63 Dempsey 12 2002-08-28 0.03213242 144.0
## 64 Branche sud aval 03 2002-08-28 0.06642438 121.0
## 65 Sewell 08 2002-08-28 0.12364865 168.0
## 66 Pollard 10 2002-08-28 0.19823789 164.0
## 67 br. sud amont 01 2002-08-28 0.03019261 185.0
## 68 Morrison 06 2002-08-28 0.03779528 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 111.0
## 70 Suggary 02 2002-08-28 0.08780992 110.5
## 71 Waugh sanct. 07 2002-08-28 0.01351351 135.0
## 72 Malt 11 2002-08-28 0.03059581 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 120.0
## 74 Sewell 08 2002-10-02 0.12364865 158.0
## 75 Pok amont 04 2002-10-02 0.18215845 69.4
## 76 Waugh sanct. 07 2002-10-02 0.01351351 148.0
## 77 Dempsey 12 2002-10-02 0.03213242 145.0
## 78 Branche sud aval 03 2002-10-02 0.06642438 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 108.0
## 80 Pollard 10 2002-10-02 0.19823789 176.0
## 81 br. sud amont 01 2002-10-02 0.03019261 194.0
## 82 Morrison 06 2002-10-02 0.03779528 128.0
## 83 Malt 11 2002-10-02 0.03059581 106.0
## 84 Suggary 02 2002-10-02 0.08780992 114.0
## 85 Pok amont 04 2002-10-31 0.18215845 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 122.0
## 87 Branche sud aval 03 2002-10-31 0.06642438 126.0
## 88 Sewell 08 2002-10-31 0.12364865 120.0
## 89 Suggary 02 2002-10-31 0.08780992 118.0
## 90 Waugh sanct. 07 2002-10-31 0.01351351 129.0
## 91 Dempsey 12 2002-10-31 0.03213242 141.0
## 92 Morrison 06 2002-10-31 0.03779528 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 103.0
## 94 Pollard 10 2002-10-31 0.19823789 176.0
## 95 br. sud amont 01 2002-10-31 0.03019261 175.5
## 96 Malt 11 2002-10-31 0.03059581 107.0subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctAGR_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.05361791
## 98 Dempsey 12 2021-07-28 0.03149606
## 99 Branche sud aval 03 2021-07-28 0.03488996
## 100 Sewell 08 2021-07-28 0.03822314
## 101 Waugh sanct. 07 2021-07-28 0.02316602
## 102 br. sud amont 01 2021-07-28 0.04819864
## 103 Morrison 06 2021-07-28 0.12471091
## 104 Malt 11 2021-07-28 0.10337838
## 105 McConnell Six Rd 05 2021-07-28 0.24142233
## 106 Pollard 10 2021-07-28 0.13349057
## 107 Pok amont 04 2021-07-28 0.15787120
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145
## 109 Malt 11 2021-08-31 0.13349057
## 110 Suggary 02 2021-08-31 0.17621145
## 111 Waugh sanct. 07 2021-08-31 0.05361791
## 112 Dempsey 12 2021-08-31 0.03149606
## 113 Branche sud aval 03 2021-08-31 0.03488996
## 114 Sewell 08 2021-08-31 0.03822314
## 115 Pollard 10 2021-08-31 0.02316602
## 116 br. sud amont 01 2021-08-31 0.04819864
## 117 Morrison 06 2021-08-31 0.12471091
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838
## 119 McConnell Six Rd 05 2021-08-31 0.24142233
## 120 Pok amont 04 2021-08-31 0.15787120
## 121 Suggary 02 2021-10-05 0.24142233
## 122 Morrison 06 2021-10-05 0.13349057
## 123 Malt 11 2021-10-05 0.15787120
## 124 Sewell 08 2021-10-05 0.17621145
## 125 Waugh sanct. 07 2021-10-05 0.05361791
## 126 Dempsey 12 2021-10-05 0.03149606
## 127 Branche sud aval 03 2021-10-05 0.03488996
## 128 McConnell Six Rd 05 2021-10-05 0.03822314
## 129 Pollard 10 2021-10-05 0.02316602
## 130 br. sud amont 01 2021-10-05 0.04819864
## 131 Pok amont 04 2021-10-05 0.12471091
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838
## 133 Malt 11 2021-10-28 0.10337838
## 134 Suggary 02 2021-10-28 0.24142233
## 135 br. sud amont 01 2021-10-28 0.13349057
## 136 Morrison 06 2021-10-28 0.03149606
## 137 Branche sud aval 03 2021-10-28 0.15787120
## 138 Sewell 08 2021-10-28 0.17621145
## 139 Waugh sanct. 07 2021-10-28 0.05361791
## 140 Dempsey 12 2021-10-28 0.04819864
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996
## 142 McConnell Six Rd 05 2021-10-28 0.03822314
## 143 Pollard 10 2021-10-28 0.02316602
## 144 Pok amont 04 2021-10-28 0.12471091
## 145 Pollard 10 2022-07-28 0.13349057
## 146 Morrison 06 2022-07-28 0.12471091
## 147 Malt 11 2022-07-28 0.10337838
## 148 Suggary 02 2022-07-28 0.24142233
## 149 br. sud amont 01 2022-07-28 0.05361791
## 150 Dempsey 12 2022-07-28 0.03149606
## 151 Branche sud aval 03 2022-07-28 0.15787120
## 152 Sewell 08 2022-07-28 0.17621145
## 153 Waugh sanct. 07 2022-07-28 0.02316602
## 154 Pok amont 04 2022-07-28 0.04819864
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996
## 156 McConnell Six Rd 05 2022-07-28 0.03822314
## 157 McConnell Six Rd 05 2022-09-01 0.24142233
## 158 Pollard 10 2022-09-01 0.13349057
## 159 br. sud amont 01 2022-09-01 0.04819864
## 160 Morrison 06 2022-09-01 0.12471091
## 161 Malt 11 2022-09-01 0.10337838
## 162 Suggary 02 2022-09-01 0.17621145
## 163 Waugh sanct. 07 2022-09-01 0.05361791
## 164 Dempsey 12 2022-09-01 0.03149606
## 165 Branche sud aval 03 2022-09-01 0.15787120
## 166 Sewell 08 2022-09-01 0.03822314
## 167 Pok amont 04 2022-09-01 0.02316602
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996
## 169 Sewell 08 2022-10-03 0.13349057
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838
## 171 McConnell Six Rd 05 2022-10-03 0.24142233
## 172 Pollard 10 2022-10-03 0.02316602
## 173 br. sud amont 01 2022-10-03 0.04819864
## 174 Morrison 06 2022-10-03 0.12471091
## 175 Malt 11 2022-10-03 0.15787120
## 176 Suggary 02 2022-10-03 0.17621145
## 177 Waugh sanct. 07 2022-10-03 0.05361791
## 178 Dempsey 12 2022-10-03 0.03149606
## 179 Branche sud aval 03 2022-10-03 0.03488996
## 180 Pok amont 04 2022-10-03 0.03822314
## 181 Branche sud aval 03 2022-11-01 0.24142233
## 182 Sewell 08 2022-11-01 0.13349057
## 183 Pok amont 04 2022-11-01 0.12471091
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838
## 185 McConnell Six Rd 05 2022-11-01 0.03822314
## 186 Pollard 10 2022-11-01 0.02316602
## 187 br. sud amont 01 2022-11-01 0.04819864
## 188 Morrison 06 2022-11-01 0.03149606
## 189 Malt 11 2022-11-01 0.15787120
## 190 Suggary 02 2022-11-01 0.17621145
## 191 Waugh sanct. 07 2022-11-01 0.05361791
## 192 Dempsey 12 2022-11-01 0.03488996
## Conductivity_microS_cm
## 97 109
## 98 139
## 99 119
## 100 131
## 101 128
## 102 177
## 103 122
## 104 90
## 105 115
## 106 166
## 107 60
## 108 109
## 109 96
## 110 116
## 111 138
## 112 152
## 113 125
## 114 161
## 115 196
## 116 199
## 117 129
## 118 118
## 119 114
## 120 70
## 121 98
## 122 114
## 123 74
## 124 72
## 125 70
## 126 96
## 127 86
## 128 90
## 129 128
## 130 91
## 131 52
## 132 95
## 133 80
## 134 100
## 135 114
## 136 118
## 137 97
## 138 81
## 139 88
## 140 113
## 141 102
## 142 97
## 143 139
## 144 54
## 145 163
## 146 119
## 147 88
## 148 107
## 149 161
## 150 134
## 151 113
## 152 113
## 153 126
## 154 59
## 155 108
## 156 113
## 157 107
## 158 178
## 159 180
## 160 117
## 161 88
## 162 104
## 163 114
## 164 137
## 165 117
## 166 116
## 167 63
## 168 108
## 169 114
## 170 113
## 171 94
## 172 179
## 173 182
## 174 120
## 175 95
## 176 107
## 177 114
## 178 143
## 179 118
## 180 64
## 181 112
## 182 92
## 183 69
## 184 112
## 185 92
## 186 177
## 187 144
## 188 125
## 189 91
## 190 108
## 191 92
## 192 136ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Agriculture_vs_pH
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,pH_units))## Station2 Date pctAGR_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.03019261 8.200
## 2 Morrison 06 2001-08-01 0.03779528 7.950
## 3 Malt 11 2001-08-01 0.03059581 7.860
## 4 Suggary 02 2001-08-01 0.08780992 8.020
## 5 Waugh sanct. 07 2001-08-01 0.01351351 7.970
## 6 Dempsey 12 2001-08-01 0.03213242 7.960
## 7 Branche sud aval 03 2001-08-01 0.06642438 8.030
## 8 Sewell 08 2001-08-01 0.12364865 8.020
## 9 Pok amont 04 2001-08-01 0.18215845 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 7.860
## 12 Pollard 10 2001-08-01 0.19823789 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 7.910
## 14 Pollard 10 2001-08-28 0.19823789 7.860
## 15 br. sud amont 01 2001-08-28 0.03019261 7.980
## 16 Morrison 06 2001-08-28 0.03779528 7.940
## 17 Malt 11 2001-08-28 0.03059581 7.460
## 18 Suggary 02 2001-08-28 0.08780992 7.880
## 19 Waugh sanct. 07 2001-08-28 0.01351351 7.890
## 20 Dempsey 12 2001-08-28 0.03213242 7.760
## 21 Branche sud aval 03 2001-08-28 0.06642438 7.890
## 22 Sewell 08 2001-08-28 0.12364865 7.900
## 23 Pok amont 04 2001-08-28 0.18215845 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 7.770
## 25 Pok amont 04 2001-09-26 0.18215845 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 7.870
## 28 Pollard 10 2001-09-26 0.19823789 7.850
## 29 br. sud amont 01 2001-09-26 0.03019261 8.050
## 30 Morrison 06 2001-09-26 0.03779528 8.020
## 31 Malt 11 2001-09-26 0.03059581 7.710
## 32 Suggary 02 2001-09-26 0.08780992 8.080
## 33 Waugh sanct. 07 2001-09-26 0.01351351 8.020
## 34 Dempsey 12 2001-09-26 0.03213242 7.950
## 35 Branche sud aval 03 2001-09-26 0.06642438 8.040
## 36 Sewell 08 2001-09-26 0.12364865 8.060
## 37 Sewell 08 2001-10-31 0.12364865 7.740
## 38 Pok amont 04 2001-10-31 0.18215845 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 7.950
## 40 Morrison 06 2001-10-31 0.03779528 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 7.500
## 42 Pollard 10 2001-10-31 0.19823789 7.870
## 43 br. sud amont 01 2001-10-31 0.03019261 7.960
## 44 Dempsey 12 2001-10-31 0.03213242 7.820
## 45 Malt 11 2001-10-31 0.03059581 7.530
## 46 Suggary 02 2001-10-31 0.08780992 7.650
## 47 Waugh sanct. 07 2001-10-31 0.01351351 7.410
## 48 Branche sud aval 03 2001-10-31 0.06642438 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 7.840
## 50 Branche sud aval 03 2002-07-29 0.06642438 7.870
## 51 Sewell 08 2002-07-29 0.12364865 7.840
## 52 Pok amont 04 2002-07-29 0.18215845 7.180
## 53 br. sud amont 01 2002-07-29 0.03019261 7.840
## 54 Morrison 06 2002-07-29 0.03779528 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 7.580
## 56 Pollard 10 2002-07-29 0.19823789 7.730
## 57 Waugh sanct. 07 2002-07-29 0.01351351 7.700
## 58 Dempsey 12 2002-07-29 0.03213242 7.755
## 59 Malt 11 2002-07-29 0.03059581 7.420
## 60 Suggary 02 2002-07-29 0.08780992 7.740
## 61 Pok amont 04 2002-08-28 0.18215845 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 7.800
## 63 Dempsey 12 2002-08-28 0.03213242 7.690
## 64 Branche sud aval 03 2002-08-28 0.06642438 7.850
## 65 Sewell 08 2002-08-28 0.12364865 7.920
## 66 Pollard 10 2002-08-28 0.19823789 7.730
## 67 br. sud amont 01 2002-08-28 0.03019261 8.070
## 68 Morrison 06 2002-08-28 0.03779528 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 7.790
## 70 Suggary 02 2002-08-28 0.08780992 7.815
## 71 Waugh sanct. 07 2002-08-28 0.01351351 7.750
## 72 Malt 11 2002-08-28 0.03059581 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 7.830
## 74 Sewell 08 2002-10-02 0.12364865 7.820
## 75 Pok amont 04 2002-10-02 0.18215845 7.270
## 76 Waugh sanct. 07 2002-10-02 0.01351351 7.760
## 77 Dempsey 12 2002-10-02 0.03213242 7.640
## 78 Branche sud aval 03 2002-10-02 0.06642438 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 7.650
## 80 Pollard 10 2002-10-02 0.19823789 7.720
## 81 br. sud amont 01 2002-10-02 0.03019261 7.970
## 82 Morrison 06 2002-10-02 0.03779528 7.890
## 83 Malt 11 2002-10-02 0.03059581 7.380
## 84 Suggary 02 2002-10-02 0.08780992 7.830
## 85 Pok amont 04 2002-10-31 0.18215845 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 7.820
## 87 Branche sud aval 03 2002-10-31 0.06642438 NaN
## 88 Sewell 08 2002-10-31 0.12364865 7.550
## 89 Suggary 02 2002-10-31 0.08780992 7.770
## 90 Waugh sanct. 07 2002-10-31 0.01351351 7.580
## 91 Dempsey 12 2002-10-31 0.03213242 7.690
## 92 Morrison 06 2002-10-31 0.03779528 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 7.440
## 94 Pollard 10 2002-10-31 0.19823789 7.780
## 95 br. sud amont 01 2002-10-31 0.03019261 7.865
## 96 Malt 11 2002-10-31 0.03059581 7.560subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,pH_units))## Station2 Date pctAGR_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.05361791 7.5
## 98 Dempsey 12 2021-07-28 0.03149606 7.6
## 99 Branche sud aval 03 2021-07-28 0.03488996 7.6
## 100 Sewell 08 2021-07-28 0.03822314 7.7
## 101 Waugh sanct. 07 2021-07-28 0.02316602 7.6
## 102 br. sud amont 01 2021-07-28 0.04819864 7.6
## 103 Morrison 06 2021-07-28 0.12471091 7.4
## 104 Malt 11 2021-07-28 0.10337838 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 7.6
## 106 Pollard 10 2021-07-28 0.13349057 7.6
## 107 Pok amont 04 2021-07-28 0.15787120 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 7.6
## 109 Malt 11 2021-08-31 0.13349057 7.3
## 110 Suggary 02 2021-08-31 0.17621145 7.6
## 111 Waugh sanct. 07 2021-08-31 0.05361791 7.8
## 112 Dempsey 12 2021-08-31 0.03149606 7.6
## 113 Branche sud aval 03 2021-08-31 0.03488996 7.8
## 114 Sewell 08 2021-08-31 0.03822314 7.8
## 115 Pollard 10 2021-08-31 0.02316602 7.8
## 116 br. sud amont 01 2021-08-31 0.04819864 7.5
## 117 Morrison 06 2021-08-31 0.12471091 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 7.7
## 120 Pok amont 04 2021-08-31 0.15787120 7.1
## 121 Suggary 02 2021-10-05 0.24142233 7.6
## 122 Morrison 06 2021-10-05 0.13349057 7.1
## 123 Malt 11 2021-10-05 0.15787120 7.1
## 124 Sewell 08 2021-10-05 0.17621145 7.5
## 125 Waugh sanct. 07 2021-10-05 0.05361791 7.2
## 126 Dempsey 12 2021-10-05 0.03149606 7.3
## 127 Branche sud aval 03 2021-10-05 0.03488996 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 7.4
## 129 Pollard 10 2021-10-05 0.02316602 7.5
## 130 br. sud amont 01 2021-10-05 0.04819864 7.2
## 131 Pok amont 04 2021-10-05 0.12471091 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 7.2
## 133 Malt 11 2021-10-28 0.10337838 7.0
## 134 Suggary 02 2021-10-28 0.24142233 7.6
## 135 br. sud amont 01 2021-10-28 0.13349057 7.5
## 136 Morrison 06 2021-10-28 0.03149606 7.6
## 137 Branche sud aval 03 2021-10-28 0.15787120 7.6
## 138 Sewell 08 2021-10-28 0.17621145 7.5
## 139 Waugh sanct. 07 2021-10-28 0.05361791 7.5
## 140 Dempsey 12 2021-10-28 0.04819864 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 7.5
## 143 Pollard 10 2021-10-28 0.02316602 7.7
## 144 Pok amont 04 2021-10-28 0.12471091 7.5
## 145 Pollard 10 2022-07-28 0.13349057 7.7
## 146 Morrison 06 2022-07-28 0.12471091 7.8
## 147 Malt 11 2022-07-28 0.10337838 7.6
## 148 Suggary 02 2022-07-28 0.24142233 7.7
## 149 br. sud amont 01 2022-07-28 0.05361791 7.9
## 150 Dempsey 12 2022-07-28 0.03149606 7.8
## 151 Branche sud aval 03 2022-07-28 0.15787120 7.8
## 152 Sewell 08 2022-07-28 0.17621145 7.7
## 153 Waugh sanct. 07 2022-07-28 0.02316602 7.8
## 154 Pok amont 04 2022-07-28 0.04819864 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 7.8
## 158 Pollard 10 2022-09-01 0.13349057 7.8
## 159 br. sud amont 01 2022-09-01 0.04819864 8.0
## 160 Morrison 06 2022-09-01 0.12471091 8.0
## 161 Malt 11 2022-09-01 0.10337838 7.7
## 162 Suggary 02 2022-09-01 0.17621145 7.8
## 163 Waugh sanct. 07 2022-09-01 0.05361791 7.9
## 164 Dempsey 12 2022-09-01 0.03149606 7.9
## 165 Branche sud aval 03 2022-09-01 0.15787120 7.9
## 166 Sewell 08 2022-09-01 0.03822314 7.9
## 167 Pok amont 04 2022-09-01 0.02316602 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 7.8
## 169 Sewell 08 2022-10-03 0.13349057 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 7.5
## 172 Pollard 10 2022-10-03 0.02316602 7.8
## 173 br. sud amont 01 2022-10-03 0.04819864 7.9
## 174 Morrison 06 2022-10-03 0.12471091 7.9
## 175 Malt 11 2022-10-03 0.15787120 7.5
## 176 Suggary 02 2022-10-03 0.17621145 7.7
## 177 Waugh sanct. 07 2022-10-03 0.05361791 7.6
## 178 Dempsey 12 2022-10-03 0.03149606 7.7
## 179 Branche sud aval 03 2022-10-03 0.03488996 7.8
## 180 Pok amont 04 2022-10-03 0.03822314 7.1
## 181 Branche sud aval 03 2022-11-01 0.24142233 7.6
## 182 Sewell 08 2022-11-01 0.13349057 7.5
## 183 Pok amont 04 2022-11-01 0.12471091 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 7.3
## 186 Pollard 10 2022-11-01 0.02316602 7.6
## 187 br. sud amont 01 2022-11-01 0.04819864 7.5
## 188 Morrison 06 2022-11-01 0.03149606 7.8
## 189 Malt 11 2022-11-01 0.15787120 7.0
## 190 Suggary 02 2022-11-01 0.17621145 7.5
## 191 Waugh sanct. 07 2022-11-01 0.05361791 7.2
## 192 Dempsey 12 2022-11-01 0.03488996 7.4ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Agriculture_vs_turbidité
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Turbidity_NTU))## Station2 Date pctAGR_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.03019261 6.400
## 2 Morrison 06 2001-08-01 0.03779528 0.600
## 3 Malt 11 2001-08-01 0.03059581 1.600
## 4 Suggary 02 2001-08-01 0.08780992 0.700
## 5 Waugh sanct. 07 2001-08-01 0.01351351 1.200
## 6 Dempsey 12 2001-08-01 0.03213242 1.300
## 7 Branche sud aval 03 2001-08-01 0.06642438 0.500
## 8 Sewell 08 2001-08-01 0.12364865 1.500
## 9 Pok amont 04 2001-08-01 0.18215845 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 0.100
## 12 Pollard 10 2001-08-01 0.19823789 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 1.200
## 14 Pollard 10 2001-08-28 0.19823789 0.800
## 15 br. sud amont 01 2001-08-28 0.03019261 6.100
## 16 Morrison 06 2001-08-28 0.03779528 0.700
## 17 Malt 11 2001-08-28 0.03059581 0.500
## 18 Suggary 02 2001-08-28 0.08780992 3.500
## 19 Waugh sanct. 07 2001-08-28 0.01351351 1.000
## 20 Dempsey 12 2001-08-28 0.03213242 1.700
## 21 Branche sud aval 03 2001-08-28 0.06642438 0.900
## 22 Sewell 08 2001-08-28 0.12364865 6.500
## 23 Pok amont 04 2001-08-28 0.18215845 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 1.000
## 25 Pok amont 04 2001-09-26 0.18215845 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 1.200
## 28 Pollard 10 2001-09-26 0.19823789 1.150
## 29 br. sud amont 01 2001-09-26 0.03019261 44.800
## 30 Morrison 06 2001-09-26 0.03779528 0.900
## 31 Malt 11 2001-09-26 0.03059581 7.800
## 32 Suggary 02 2001-09-26 0.08780992 1.700
## 33 Waugh sanct. 07 2001-09-26 0.01351351 1.200
## 34 Dempsey 12 2001-09-26 0.03213242 1.500
## 35 Branche sud aval 03 2001-09-26 0.06642438 2.400
## 36 Sewell 08 2001-09-26 0.12364865 3.000
## 37 Sewell 08 2001-10-31 0.12364865 5.500
## 38 Pok amont 04 2001-10-31 0.18215845 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 1.000
## 40 Morrison 06 2001-10-31 0.03779528 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 1.400
## 42 Pollard 10 2001-10-31 0.19823789 0.600
## 43 br. sud amont 01 2001-10-31 0.03019261 1.100
## 44 Dempsey 12 2001-10-31 0.03213242 1.700
## 45 Malt 11 2001-10-31 0.03059581 0.800
## 46 Suggary 02 2001-10-31 0.08780992 2.050
## 47 Waugh sanct. 07 2001-10-31 0.01351351 1.200
## 48 Branche sud aval 03 2001-10-31 0.06642438 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 0.780
## 50 Branche sud aval 03 2002-07-29 0.06642438 1.170
## 51 Sewell 08 2002-07-29 0.12364865 4.960
## 52 Pok amont 04 2002-07-29 0.18215845 0.190
## 53 br. sud amont 01 2002-07-29 0.03019261 0.900
## 54 Morrison 06 2002-07-29 0.03779528 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 1.520
## 56 Pollard 10 2002-07-29 0.19823789 1.630
## 57 Waugh sanct. 07 2002-07-29 0.01351351 1.110
## 58 Dempsey 12 2002-07-29 0.03213242 1.970
## 59 Malt 11 2002-07-29 0.03059581 0.400
## 60 Suggary 02 2002-07-29 0.08780992 0.430
## 61 Pok amont 04 2002-08-28 0.18215845 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 1.320
## 63 Dempsey 12 2002-08-28 0.03213242 4.440
## 64 Branche sud aval 03 2002-08-28 0.06642438 1.150
## 65 Sewell 08 2002-08-28 0.12364865 2.960
## 66 Pollard 10 2002-08-28 0.19823789 0.950
## 67 br. sud amont 01 2002-08-28 0.03019261 0.570
## 68 Morrison 06 2002-08-28 0.03779528 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 1.340
## 70 Suggary 02 2002-08-28 0.08780992 0.820
## 71 Waugh sanct. 07 2002-08-28 0.01351351 1.510
## 72 Malt 11 2002-08-28 0.03059581 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 0.940
## 74 Sewell 08 2002-10-02 0.12364865 5.255
## 75 Pok amont 04 2002-10-02 0.18215845 0.280
## 76 Waugh sanct. 07 2002-10-02 0.01351351 1.280
## 77 Dempsey 12 2002-10-02 0.03213242 3.770
## 78 Branche sud aval 03 2002-10-02 0.06642438 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 2.110
## 80 Pollard 10 2002-10-02 0.19823789 0.690
## 81 br. sud amont 01 2002-10-02 0.03019261 0.740
## 82 Morrison 06 2002-10-02 0.03779528 0.770
## 83 Malt 11 2002-10-02 0.03059581 0.600
## 84 Suggary 02 2002-10-02 0.08780992 0.480
## 85 Pok amont 04 2002-10-31 0.18215845 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 0.870
## 87 Branche sud aval 03 2002-10-31 0.06642438 NaN
## 88 Sewell 08 2002-10-31 0.12364865 8.740
## 89 Suggary 02 2002-10-31 0.08780992 0.410
## 90 Waugh sanct. 07 2002-10-31 0.01351351 1.440
## 91 Dempsey 12 2002-10-31 0.03213242 2.880
## 92 Morrison 06 2002-10-31 0.03779528 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 1.500
## 94 Pollard 10 2002-10-31 0.19823789 1.060
## 95 br. sud amont 01 2002-10-31 0.03019261 1.220
## 96 Malt 11 2002-10-31 0.03059581 0.900subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Turbidity_NTU))## Station2 Date pctAGR_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.05361791 1.2
## 98 Dempsey 12 2021-07-28 0.03149606 1.6
## 99 Branche sud aval 03 2021-07-28 0.03488996 1.8
## 100 Sewell 08 2021-07-28 0.03822314 3.5
## 101 Waugh sanct. 07 2021-07-28 0.02316602 1.1
## 102 br. sud amont 01 2021-07-28 0.04819864 2.3
## 103 Morrison 06 2021-07-28 0.12471091 1.4
## 104 Malt 11 2021-07-28 0.10337838 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 1.9
## 106 Pollard 10 2021-07-28 0.13349057 1.2
## 107 Pok amont 04 2021-07-28 0.15787120 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 1.7
## 109 Malt 11 2021-08-31 0.13349057 0.5
## 110 Suggary 02 2021-08-31 0.17621145 0.7
## 111 Waugh sanct. 07 2021-08-31 0.05361791 1.1
## 112 Dempsey 12 2021-08-31 0.03149606 1.7
## 113 Branche sud aval 03 2021-08-31 0.03488996 1.7
## 114 Sewell 08 2021-08-31 0.03822314 3.0
## 115 Pollard 10 2021-08-31 0.02316602 1.7
## 116 br. sud amont 01 2021-08-31 0.04819864 5.6
## 117 Morrison 06 2021-08-31 0.12471091 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 3.2
## 120 Pok amont 04 2021-08-31 0.15787120 1.5
## 121 Suggary 02 2021-10-05 0.24142233 0.7
## 122 Morrison 06 2021-10-05 0.13349057 1.4
## 123 Malt 11 2021-10-05 0.15787120 0.9
## 124 Sewell 08 2021-10-05 0.17621145 4.2
## 125 Waugh sanct. 07 2021-10-05 0.05361791 1.2
## 126 Dempsey 12 2021-10-05 0.03149606 1.8
## 127 Branche sud aval 03 2021-10-05 0.03488996 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 1.8
## 129 Pollard 10 2021-10-05 0.02316602 1.8
## 130 br. sud amont 01 2021-10-05 0.04819864 3.7
## 131 Pok amont 04 2021-10-05 0.12471091 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 1.4
## 133 Malt 11 2021-10-28 0.10337838 0.5
## 134 Suggary 02 2021-10-28 0.24142233 0.2
## 135 br. sud amont 01 2021-10-28 0.13349057 1.9
## 136 Morrison 06 2021-10-28 0.03149606 0.6
## 137 Branche sud aval 03 2021-10-28 0.15787120 1.3
## 138 Sewell 08 2021-10-28 0.17621145 2.8
## 139 Waugh sanct. 07 2021-10-28 0.05361791 1.0
## 140 Dempsey 12 2021-10-28 0.04819864 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 1.4
## 143 Pollard 10 2021-10-28 0.02316602 0.8
## 144 Pok amont 04 2021-10-28 0.12471091 0.6
## 145 Pollard 10 2022-07-28 0.13349057 0.4
## 146 Morrison 06 2022-07-28 0.12471091 0.7
## 147 Malt 11 2022-07-28 0.10337838 0.4
## 148 Suggary 02 2022-07-28 0.24142233 0.5
## 149 br. sud amont 01 2022-07-28 0.05361791 2.7
## 150 Dempsey 12 2022-07-28 0.03149606 1.2
## 151 Branche sud aval 03 2022-07-28 0.15787120 2.1
## 152 Sewell 08 2022-07-28 0.17621145 1.8
## 153 Waugh sanct. 07 2022-07-28 0.02316602 1.0
## 154 Pok amont 04 2022-07-28 0.04819864 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 1.9
## 158 Pollard 10 2022-09-01 0.13349057 1.3
## 159 br. sud amont 01 2022-09-01 0.04819864 3.0
## 160 Morrison 06 2022-09-01 0.12471091 2.4
## 161 Malt 11 2022-09-01 0.10337838 0.5
## 162 Suggary 02 2022-09-01 0.17621145 0.7
## 163 Waugh sanct. 07 2022-09-01 0.05361791 1.8
## 164 Dempsey 12 2022-09-01 0.03149606 2.2
## 165 Branche sud aval 03 2022-09-01 0.15787120 1.9
## 166 Sewell 08 2022-09-01 0.03822314 2.6
## 167 Pok amont 04 2022-09-01 0.02316602 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 1.4
## 169 Sewell 08 2022-10-03 0.13349057 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 1.9
## 172 Pollard 10 2022-10-03 0.02316602 0.4
## 173 br. sud amont 01 2022-10-03 0.04819864 2.8
## 174 Morrison 06 2022-10-03 0.12471091 1.0
## 175 Malt 11 2022-10-03 0.15787120 0.4
## 176 Suggary 02 2022-10-03 0.17621145 0.3
## 177 Waugh sanct. 07 2022-10-03 0.05361791 1.3
## 178 Dempsey 12 2022-10-03 0.03149606 1.3
## 179 Branche sud aval 03 2022-10-03 0.03488996 1.6
## 180 Pok amont 04 2022-10-03 0.03822314 1.5
## 181 Branche sud aval 03 2022-11-01 0.24142233 2.6
## 182 Sewell 08 2022-11-01 0.13349057 5.4
## 183 Pok amont 04 2022-11-01 0.12471091 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 2.0
## 186 Pollard 10 2022-11-01 0.02316602 0.7
## 187 br. sud amont 01 2022-11-01 0.04819864 4.8
## 188 Morrison 06 2022-11-01 0.03149606 2.8
## 189 Malt 11 2022-11-01 0.15787120 1.5
## 190 Suggary 02 2022-11-01 0.17621145 0.7
## 191 Waugh sanct. 07 2022-11-01 0.05361791 1.6
## 192 Dempsey 12 2022-11-01 0.03488996 4.2ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=log10(Turbidity_NTU),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=log10(Turbidity_NTU),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 3 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Agriculture_vs_couleur
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Colour_TCU))## Station2 Date pctAGR_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.03019261 5.0
## 2 Morrison 06 2001-08-01 0.03779528 10.0
## 3 Malt 11 2001-08-01 0.03059581 10.0
## 4 Suggary 02 2001-08-01 0.08780992 5.0
## 5 Waugh sanct. 07 2001-08-01 0.01351351 20.0
## 6 Dempsey 12 2001-08-01 0.03213242 15.0
## 7 Branche sud aval 03 2001-08-01 0.06642438 5.0
## 8 Sewell 08 2001-08-01 0.12364865 5.0
## 9 Pok amont 04 2001-08-01 0.18215845 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 5.0
## 12 Pollard 10 2001-08-01 0.19823789 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 5.0
## 14 Pollard 10 2001-08-28 0.19823789 5.0
## 15 br. sud amont 01 2001-08-28 0.03019261 5.0
## 16 Morrison 06 2001-08-28 0.03779528 5.0
## 17 Malt 11 2001-08-28 0.03059581 5.0
## 18 Suggary 02 2001-08-28 0.08780992 10.0
## 19 Waugh sanct. 07 2001-08-28 0.01351351 10.0
## 20 Dempsey 12 2001-08-28 0.03213242 15.0
## 21 Branche sud aval 03 2001-08-28 0.06642438 5.0
## 22 Sewell 08 2001-08-28 0.12364865 30.0
## 23 Pok amont 04 2001-08-28 0.18215845 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 5.0
## 25 Pok amont 04 2001-09-26 0.18215845 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 15.0
## 28 Pollard 10 2001-09-26 0.19823789 20.0
## 29 br. sud amont 01 2001-09-26 0.03019261 200.0
## 30 Morrison 06 2001-09-26 0.03779528 5.0
## 31 Malt 11 2001-09-26 0.03059581 20.0
## 32 Suggary 02 2001-09-26 0.08780992 5.0
## 33 Waugh sanct. 07 2001-09-26 0.01351351 10.0
## 34 Dempsey 12 2001-09-26 0.03213242 20.0
## 35 Branche sud aval 03 2001-09-26 0.06642438 10.0
## 36 Sewell 08 2001-09-26 0.12364865 30.0
## 37 Sewell 08 2001-10-31 0.12364865 80.0
## 38 Pok amont 04 2001-10-31 0.18215845 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 20.0
## 40 Morrison 06 2001-10-31 0.03779528 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 120.0
## 42 Pollard 10 2001-10-31 0.19823789 10.0
## 43 br. sud amont 01 2001-10-31 0.03019261 30.0
## 44 Dempsey 12 2001-10-31 0.03213242 30.0
## 45 Malt 11 2001-10-31 0.03059581 10.0
## 46 Suggary 02 2001-10-31 0.08780992 30.0
## 47 Waugh sanct. 07 2001-10-31 0.01351351 100.0
## 48 Branche sud aval 03 2001-10-31 0.06642438 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 10.0
## 50 Branche sud aval 03 2002-07-29 0.06642438 15.0
## 51 Sewell 08 2002-07-29 0.12364865 40.0
## 52 Pok amont 04 2002-07-29 0.18215845 5.0
## 53 br. sud amont 01 2002-07-29 0.03019261 15.0
## 54 Morrison 06 2002-07-29 0.03779528 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 80.0
## 56 Pollard 10 2002-07-29 0.19823789 10.0
## 57 Waugh sanct. 07 2002-07-29 0.01351351 40.0
## 58 Dempsey 12 2002-07-29 0.03213242 20.0
## 59 Malt 11 2002-07-29 0.03059581 5.0
## 60 Suggary 02 2002-07-29 0.08780992 5.0
## 61 Pok amont 04 2002-08-28 0.18215845 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 20.0
## 63 Dempsey 12 2002-08-28 0.03213242 40.0
## 64 Branche sud aval 03 2002-08-28 0.06642438 15.0
## 65 Sewell 08 2002-08-28 0.12364865 40.0
## 66 Pollard 10 2002-08-28 0.19823789 10.0
## 67 br. sud amont 01 2002-08-28 0.03019261 10.0
## 68 Morrison 06 2002-08-28 0.03779528 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 20.0
## 70 Suggary 02 2002-08-28 0.08780992 7.5
## 71 Waugh sanct. 07 2002-08-28 0.01351351 30.0
## 72 Malt 11 2002-08-28 0.03059581 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 5.0
## 74 Sewell 08 2002-10-02 0.12364865 60.0
## 75 Pok amont 04 2002-10-02 0.18215845 5.0
## 76 Waugh sanct. 07 2002-10-02 0.01351351 20.0
## 77 Dempsey 12 2002-10-02 0.03213242 20.0
## 78 Branche sud aval 03 2002-10-02 0.06642438 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 60.0
## 80 Pollard 10 2002-10-02 0.19823789 10.0
## 81 br. sud amont 01 2002-10-02 0.03019261 10.0
## 82 Morrison 06 2002-10-02 0.03779528 10.0
## 83 Malt 11 2002-10-02 0.03059581 5.0
## 84 Suggary 02 2002-10-02 0.08780992 5.0
## 85 Pok amont 04 2002-10-31 0.18215845 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 20.0
## 87 Branche sud aval 03 2002-10-31 0.06642438 NaN
## 88 Sewell 08 2002-10-31 0.12364865 60.0
## 89 Suggary 02 2002-10-31 0.08780992 5.0
## 90 Waugh sanct. 07 2002-10-31 0.01351351 60.0
## 91 Dempsey 12 2002-10-31 0.03213242 30.0
## 92 Morrison 06 2002-10-31 0.03779528 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 75.0
## 94 Pollard 10 2002-10-31 0.19823789 5.0
## 95 br. sud amont 01 2002-10-31 0.03019261 30.0
## 96 Malt 11 2002-10-31 0.03059581 15.0subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Colour_TCU))## Station2 Date pctAGR_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.05361791 8
## 98 Dempsey 12 2021-07-28 0.03149606 22
## 99 Branche sud aval 03 2021-07-28 0.03488996 19
## 100 Sewell 08 2021-07-28 0.03822314 34
## 101 Waugh sanct. 07 2021-07-28 0.02316602 27
## 102 br. sud amont 01 2021-07-28 0.04819864 15
## 103 Morrison 06 2021-07-28 0.12471091 14
## 104 Malt 11 2021-07-28 0.10337838 7
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 29
## 106 Pollard 10 2021-07-28 0.13349057 8
## 107 Pok amont 04 2021-07-28 0.15787120 11
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 9
## 109 Malt 11 2021-08-31 0.13349057 5
## 110 Suggary 02 2021-08-31 0.17621145 5
## 111 Waugh sanct. 07 2021-08-31 0.05361791 14
## 112 Dempsey 12 2021-08-31 0.03149606 14
## 113 Branche sud aval 03 2021-08-31 0.03488996 20
## 114 Sewell 08 2021-08-31 0.03822314 24
## 115 Pollard 10 2021-08-31 0.02316602 8
## 116 br. sud amont 01 2021-08-31 0.04819864 12
## 117 Morrison 06 2021-08-31 0.12471091 18
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 8
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 37
## 120 Pok amont 04 2021-08-31 0.15787120 10
## 121 Suggary 02 2021-10-05 0.24142233 8
## 122 Morrison 06 2021-10-05 0.13349057 22
## 123 Malt 11 2021-10-05 0.15787120 66
## 124 Sewell 08 2021-10-05 0.17621145 47
## 125 Waugh sanct. 07 2021-10-05 0.05361791 190
## 126 Dempsey 12 2021-10-05 0.03149606 55
## 127 Branche sud aval 03 2021-10-05 0.03488996 38
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 141
## 129 Pollard 10 2021-10-05 0.02316602 19
## 130 br. sud amont 01 2021-10-05 0.04819864 44
## 131 Pok amont 04 2021-10-05 0.12471091 21
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 33
## 133 Malt 11 2021-10-28 0.10337838 47
## 134 Suggary 02 2021-10-28 0.24142233 5
## 135 br. sud amont 01 2021-10-28 0.13349057 32
## 136 Morrison 06 2021-10-28 0.03149606 13
## 137 Branche sud aval 03 2021-10-28 0.15787120 22
## 138 Sewell 08 2021-10-28 0.17621145 43
## 139 Waugh sanct. 07 2021-10-28 0.05361791 130
## 140 Dempsey 12 2021-10-28 0.04819864 33
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 15
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 107
## 143 Pollard 10 2021-10-28 0.02316602 12
## 144 Pok amont 04 2021-10-28 0.12471091 13
## 145 Pollard 10 2022-07-28 0.13349057 5
## 146 Morrison 06 2022-07-28 0.12471091 7
## 147 Malt 11 2022-07-28 0.10337838 6
## 148 Suggary 02 2022-07-28 0.24142233 5
## 149 br. sud amont 01 2022-07-28 0.05361791 26
## 150 Dempsey 12 2022-07-28 0.03149606 16
## 151 Branche sud aval 03 2022-07-28 0.15787120 18
## 152 Sewell 08 2022-07-28 0.17621145 33
## 153 Waugh sanct. 07 2022-07-28 0.02316602 27
## 154 Pok amont 04 2022-07-28 0.04819864 7
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 5
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 15
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 48
## 158 Pollard 10 2022-09-01 0.13349057 23
## 159 br. sud amont 01 2022-09-01 0.04819864 23
## 160 Morrison 06 2022-09-01 0.12471091 15
## 161 Malt 11 2022-09-01 0.10337838 10
## 162 Suggary 02 2022-09-01 0.17621145 8
## 163 Waugh sanct. 07 2022-09-01 0.05361791 61
## 164 Dempsey 12 2022-09-01 0.03149606 21
## 165 Branche sud aval 03 2022-09-01 0.15787120 21
## 166 Sewell 08 2022-09-01 0.03822314 43
## 167 Pok amont 04 2022-09-01 0.02316602 14
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 41
## 169 Sewell 08 2022-10-03 0.13349057 71
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 8
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 130
## 172 Pollard 10 2022-10-03 0.02316602 10
## 173 br. sud amont 01 2022-10-03 0.04819864 20
## 174 Morrison 06 2022-10-03 0.12471091 10
## 175 Malt 11 2022-10-03 0.15787120 5
## 176 Suggary 02 2022-10-03 0.17621145 5
## 177 Waugh sanct. 07 2022-10-03 0.05361791 53
## 178 Dempsey 12 2022-10-03 0.03149606 16
## 179 Branche sud aval 03 2022-10-03 0.03488996 17
## 180 Pok amont 04 2022-10-03 0.03822314 12
## 181 Branche sud aval 03 2022-11-01 0.24142233 25
## 182 Sewell 08 2022-11-01 0.13349057 60
## 183 Pok amont 04 2022-11-01 0.12471091 11
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 21
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 148
## 186 Pollard 10 2022-11-01 0.02316602 11
## 187 br. sud amont 01 2022-11-01 0.04819864 42
## 188 Morrison 06 2022-11-01 0.03149606 13
## 189 Malt 11 2022-11-01 0.15787120 22
## 190 Suggary 02 2022-11-01 0.17621145 9
## 191 Waugh sanct. 07 2022-11-01 0.05361791 143
## 192 Dempsey 12 2022-11-01 0.03488996 28ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Agriculture_vs_COT
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctAGR_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.03019261
## 2 Morrison 06 2001-08-01 0.03779528
## 3 Malt 11 2001-08-01 0.03059581
## 4 Suggary 02 2001-08-01 0.08780992
## 5 Waugh sanct. 07 2001-08-01 0.01351351
## 6 Dempsey 12 2001-08-01 0.03213242
## 7 Branche sud aval 03 2001-08-01 0.06642438
## 8 Sewell 08 2001-08-01 0.12364865
## 9 Pok amont 04 2001-08-01 0.18215845
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585
## 11 McConnell Six Rd 05 2001-08-01 0.14803220
## 12 Pollard 10 2001-08-01 0.19823789
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585
## 14 Pollard 10 2001-08-28 0.19823789
## 15 br. sud amont 01 2001-08-28 0.03019261
## 16 Morrison 06 2001-08-28 0.03779528
## 17 Malt 11 2001-08-28 0.03059581
## 18 Suggary 02 2001-08-28 0.08780992
## 19 Waugh sanct. 07 2001-08-28 0.01351351
## 20 Dempsey 12 2001-08-28 0.03213242
## 21 Branche sud aval 03 2001-08-28 0.06642438
## 22 Sewell 08 2001-08-28 0.12364865
## 23 Pok amont 04 2001-08-28 0.18215845
## 24 McConnell Six Rd 05 2001-08-28 0.14803220
## 25 Pok amont 04 2001-09-26 0.18215845
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585
## 27 McConnell Six Rd 05 2001-09-26 0.14803220
## 28 Pollard 10 2001-09-26 0.19823789
## 29 br. sud amont 01 2001-09-26 0.03019261
## 30 Morrison 06 2001-09-26 0.03779528
## 31 Malt 11 2001-09-26 0.03059581
## 32 Suggary 02 2001-09-26 0.08780992
## 33 Waugh sanct. 07 2001-09-26 0.01351351
## 34 Dempsey 12 2001-09-26 0.03213242
## 35 Branche sud aval 03 2001-09-26 0.06642438
## 36 Sewell 08 2001-09-26 0.12364865
## 37 Sewell 08 2001-10-31 0.12364865
## 38 Pok amont 04 2001-10-31 0.18215845
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585
## 40 Morrison 06 2001-10-31 0.03779528
## 41 McConnell Six Rd 05 2001-10-31 0.14803220
## 42 Pollard 10 2001-10-31 0.19823789
## 43 br. sud amont 01 2001-10-31 0.03019261
## 44 Dempsey 12 2001-10-31 0.03213242
## 45 Malt 11 2001-10-31 0.03059581
## 46 Suggary 02 2001-10-31 0.08780992
## 47 Waugh sanct. 07 2001-10-31 0.01351351
## 48 Branche sud aval 03 2001-10-31 0.06642438
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585
## 50 Branche sud aval 03 2002-07-29 0.06642438
## 51 Sewell 08 2002-07-29 0.12364865
## 52 Pok amont 04 2002-07-29 0.18215845
## 53 br. sud amont 01 2002-07-29 0.03019261
## 54 Morrison 06 2002-07-29 0.03779528
## 55 McConnell Six Rd 05 2002-07-29 0.14803220
## 56 Pollard 10 2002-07-29 0.19823789
## 57 Waugh sanct. 07 2002-07-29 0.01351351
## 58 Dempsey 12 2002-07-29 0.03213242
## 59 Malt 11 2002-07-29 0.03059581
## 60 Suggary 02 2002-07-29 0.08780992
## 61 Pok amont 04 2002-08-28 0.18215845
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585
## 63 Dempsey 12 2002-08-28 0.03213242
## 64 Branche sud aval 03 2002-08-28 0.06642438
## 65 Sewell 08 2002-08-28 0.12364865
## 66 Pollard 10 2002-08-28 0.19823789
## 67 br. sud amont 01 2002-08-28 0.03019261
## 68 Morrison 06 2002-08-28 0.03779528
## 69 McConnell Six Rd 05 2002-08-28 0.14803220
## 70 Suggary 02 2002-08-28 0.08780992
## 71 Waugh sanct. 07 2002-08-28 0.01351351
## 72 Malt 11 2002-08-28 0.03059581
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585
## 74 Sewell 08 2002-10-02 0.12364865
## 75 Pok amont 04 2002-10-02 0.18215845
## 76 Waugh sanct. 07 2002-10-02 0.01351351
## 77 Dempsey 12 2002-10-02 0.03213242
## 78 Branche sud aval 03 2002-10-02 0.06642438
## 79 McConnell Six Rd 05 2002-10-02 0.14803220
## 80 Pollard 10 2002-10-02 0.19823789
## 81 br. sud amont 01 2002-10-02 0.03019261
## 82 Morrison 06 2002-10-02 0.03779528
## 83 Malt 11 2002-10-02 0.03059581
## 84 Suggary 02 2002-10-02 0.08780992
## 85 Pok amont 04 2002-10-31 0.18215845
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585
## 87 Branche sud aval 03 2002-10-31 0.06642438
## 88 Sewell 08 2002-10-31 0.12364865
## 89 Suggary 02 2002-10-31 0.08780992
## 90 Waugh sanct. 07 2002-10-31 0.01351351
## 91 Dempsey 12 2002-10-31 0.03213242
## 92 Morrison 06 2002-10-31 0.03779528
## 93 McConnell Six Rd 05 2002-10-31 0.14803220
## 94 Pollard 10 2002-10-31 0.19823789
## 95 br. sud amont 01 2002-10-31 0.03019261
## 96 Malt 11 2002-10-31 0.03059581
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctAGR_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.05361791
## 98 Dempsey 12 2021-07-28 0.03149606
## 99 Branche sud aval 03 2021-07-28 0.03488996
## 100 Sewell 08 2021-07-28 0.03822314
## 101 Waugh sanct. 07 2021-07-28 0.02316602
## 102 br. sud amont 01 2021-07-28 0.04819864
## 103 Morrison 06 2021-07-28 0.12471091
## 104 Malt 11 2021-07-28 0.10337838
## 105 McConnell Six Rd 05 2021-07-28 0.24142233
## 106 Pollard 10 2021-07-28 0.13349057
## 107 Pok amont 04 2021-07-28 0.15787120
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145
## 109 Malt 11 2021-08-31 0.13349057
## 110 Suggary 02 2021-08-31 0.17621145
## 111 Waugh sanct. 07 2021-08-31 0.05361791
## 112 Dempsey 12 2021-08-31 0.03149606
## 113 Branche sud aval 03 2021-08-31 0.03488996
## 114 Sewell 08 2021-08-31 0.03822314
## 115 Pollard 10 2021-08-31 0.02316602
## 116 br. sud amont 01 2021-08-31 0.04819864
## 117 Morrison 06 2021-08-31 0.12471091
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838
## 119 McConnell Six Rd 05 2021-08-31 0.24142233
## 120 Pok amont 04 2021-08-31 0.15787120
## 121 Suggary 02 2021-10-05 0.24142233
## 122 Morrison 06 2021-10-05 0.13349057
## 123 Malt 11 2021-10-05 0.15787120
## 124 Sewell 08 2021-10-05 0.17621145
## 125 Waugh sanct. 07 2021-10-05 0.05361791
## 126 Dempsey 12 2021-10-05 0.03149606
## 127 Branche sud aval 03 2021-10-05 0.03488996
## 128 McConnell Six Rd 05 2021-10-05 0.03822314
## 129 Pollard 10 2021-10-05 0.02316602
## 130 br. sud amont 01 2021-10-05 0.04819864
## 131 Pok amont 04 2021-10-05 0.12471091
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838
## 133 Malt 11 2021-10-28 0.10337838
## 134 Suggary 02 2021-10-28 0.24142233
## 135 br. sud amont 01 2021-10-28 0.13349057
## 136 Morrison 06 2021-10-28 0.03149606
## 137 Branche sud aval 03 2021-10-28 0.15787120
## 138 Sewell 08 2021-10-28 0.17621145
## 139 Waugh sanct. 07 2021-10-28 0.05361791
## 140 Dempsey 12 2021-10-28 0.04819864
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996
## 142 McConnell Six Rd 05 2021-10-28 0.03822314
## 143 Pollard 10 2021-10-28 0.02316602
## 144 Pok amont 04 2021-10-28 0.12471091
## 145 Pollard 10 2022-07-28 0.13349057
## 146 Morrison 06 2022-07-28 0.12471091
## 147 Malt 11 2022-07-28 0.10337838
## 148 Suggary 02 2022-07-28 0.24142233
## 149 br. sud amont 01 2022-07-28 0.05361791
## 150 Dempsey 12 2022-07-28 0.03149606
## 151 Branche sud aval 03 2022-07-28 0.15787120
## 152 Sewell 08 2022-07-28 0.17621145
## 153 Waugh sanct. 07 2022-07-28 0.02316602
## 154 Pok amont 04 2022-07-28 0.04819864
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996
## 156 McConnell Six Rd 05 2022-07-28 0.03822314
## 157 McConnell Six Rd 05 2022-09-01 0.24142233
## 158 Pollard 10 2022-09-01 0.13349057
## 159 br. sud amont 01 2022-09-01 0.04819864
## 160 Morrison 06 2022-09-01 0.12471091
## 161 Malt 11 2022-09-01 0.10337838
## 162 Suggary 02 2022-09-01 0.17621145
## 163 Waugh sanct. 07 2022-09-01 0.05361791
## 164 Dempsey 12 2022-09-01 0.03149606
## 165 Branche sud aval 03 2022-09-01 0.15787120
## 166 Sewell 08 2022-09-01 0.03822314
## 167 Pok amont 04 2022-09-01 0.02316602
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996
## 169 Sewell 08 2022-10-03 0.13349057
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838
## 171 McConnell Six Rd 05 2022-10-03 0.24142233
## 172 Pollard 10 2022-10-03 0.02316602
## 173 br. sud amont 01 2022-10-03 0.04819864
## 174 Morrison 06 2022-10-03 0.12471091
## 175 Malt 11 2022-10-03 0.15787120
## 176 Suggary 02 2022-10-03 0.17621145
## 177 Waugh sanct. 07 2022-10-03 0.05361791
## 178 Dempsey 12 2022-10-03 0.03149606
## 179 Branche sud aval 03 2022-10-03 0.03488996
## 180 Pok amont 04 2022-10-03 0.03822314
## 181 Branche sud aval 03 2022-11-01 0.24142233
## 182 Sewell 08 2022-11-01 0.13349057
## 183 Pok amont 04 2022-11-01 0.12471091
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838
## 185 McConnell Six Rd 05 2022-11-01 0.03822314
## 186 Pollard 10 2022-11-01 0.02316602
## 187 br. sud amont 01 2022-11-01 0.04819864
## 188 Morrison 06 2022-11-01 0.03149606
## 189 Malt 11 2022-11-01 0.15787120
## 190 Suggary 02 2022-11-01 0.17621145
## 191 Waugh sanct. 07 2022-11-01 0.05361791
## 192 Dempsey 12 2022-11-01 0.03488996
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les carbones organique totale et l'agriculture",
x="Agriculture (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Agriculture_vs_Coliforme
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctAGR_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.03019261 10
## 2 Morrison 06 2001-08-01 0.03779528 80
## 3 Malt 11 2001-08-01 0.03059581 30
## 4 Suggary 02 2001-08-01 0.08780992 10
## 5 Waugh sanct. 07 2001-08-01 0.01351351 270
## 6 Dempsey 12 2001-08-01 0.03213242 50
## 7 Branche sud aval 03 2001-08-01 0.06642438 10
## 8 Sewell 08 2001-08-01 0.12364865 20
## 9 Pok amont 04 2001-08-01 0.18215845 10
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 10
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 30
## 12 Pollard 10 2001-08-01 0.19823789 110
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 10
## 14 Pollard 10 2001-08-28 0.19823789 50
## 15 br. sud amont 01 2001-08-28 0.03019261 120
## 16 Morrison 06 2001-08-28 0.03779528 90
## 17 Malt 11 2001-08-28 0.03059581 20
## 18 Suggary 02 2001-08-28 0.08780992 80
## 19 Waugh sanct. 07 2001-08-28 0.01351351 430
## 20 Dempsey 12 2001-08-28 0.03213242 20
## 21 Branche sud aval 03 2001-08-28 0.06642438 110
## 22 Sewell 08 2001-08-28 0.12364865 210
## 23 Pok amont 04 2001-08-28 0.18215845 10
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 250
## 25 Pok amont 04 2001-09-26 0.18215845 530
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 830
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 120
## 28 Pollard 10 2001-09-26 0.19823789 1240
## 29 br. sud amont 01 2001-09-26 0.03019261 2000
## 30 Morrison 06 2001-09-26 0.03779528 220
## 31 Malt 11 2001-09-26 0.03059581 150
## 32 Suggary 02 2001-09-26 0.08780992 150
## 33 Waugh sanct. 07 2001-09-26 0.01351351 590
## 34 Dempsey 12 2001-09-26 0.03213242 150
## 35 Branche sud aval 03 2001-09-26 0.06642438 660
## 36 Sewell 08 2001-09-26 0.12364865 190
## 37 Sewell 08 2001-10-31 0.12364865 140
## 38 Pok amont 04 2001-10-31 0.18215845 20
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 10
## 40 Morrison 06 2001-10-31 0.03779528 10
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 310
## 42 Pollard 10 2001-10-31 0.19823789 50
## 43 br. sud amont 01 2001-10-31 0.03019261 20
## 44 Dempsey 12 2001-10-31 0.03213242 10
## 45 Malt 11 2001-10-31 0.03059581 100
## 46 Suggary 02 2001-10-31 0.08780992 30
## 47 Waugh sanct. 07 2001-10-31 0.01351351 480
## 48 Branche sud aval 03 2001-10-31 0.06642438 30
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 10
## 50 Branche sud aval 03 2002-07-29 0.06642438 30
## 51 Sewell 08 2002-07-29 0.12364865 60
## 52 Pok amont 04 2002-07-29 0.18215845 10
## 53 br. sud amont 01 2002-07-29 0.03019261 20
## 54 Morrison 06 2002-07-29 0.03779528 10
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 10
## 56 Pollard 10 2002-07-29 0.19823789 660
## 57 Waugh sanct. 07 2002-07-29 0.01351351 80
## 58 Dempsey 12 2002-07-29 0.03213242 25
## 59 Malt 11 2002-07-29 0.03059581 10
## 60 Suggary 02 2002-07-29 0.08780992 10
## 61 Pok amont 04 2002-08-28 0.18215845 30
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 10
## 63 Dempsey 12 2002-08-28 0.03213242 10
## 64 Branche sud aval 03 2002-08-28 0.06642438 20
## 65 Sewell 08 2002-08-28 0.12364865 10
## 66 Pollard 10 2002-08-28 0.19823789 180
## 67 br. sud amont 01 2002-08-28 0.03019261 80
## 68 Morrison 06 2002-08-28 0.03779528 20
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 310
## 70 Suggary 02 2002-08-28 0.08780992 15
## 71 Waugh sanct. 07 2002-08-28 0.01351351 410
## 72 Malt 11 2002-08-28 0.03059581 30
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 10
## 74 Sewell 08 2002-10-02 0.12364865 25
## 75 Pok amont 04 2002-10-02 0.18215845 10
## 76 Waugh sanct. 07 2002-10-02 0.01351351 700
## 77 Dempsey 12 2002-10-02 0.03213242 30
## 78 Branche sud aval 03 2002-10-02 0.06642438 40
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 150
## 80 Pollard 10 2002-10-02 0.19823789 10
## 81 br. sud amont 01 2002-10-02 0.03019261 20
## 82 Morrison 06 2002-10-02 0.03779528 10
## 83 Malt 11 2002-10-02 0.03059581 90
## 84 Suggary 02 2002-10-02 0.08780992 20
## 85 Pok amont 04 2002-10-31 0.18215845 10
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 10
## 87 Branche sud aval 03 2002-10-31 0.06642438 10
## 88 Sewell 08 2002-10-31 0.12364865 10
## 89 Suggary 02 2002-10-31 0.08780992 50
## 90 Waugh sanct. 07 2002-10-31 0.01351351 40
## 91 Dempsey 12 2002-10-31 0.03213242 10
## 92 Morrison 06 2002-10-31 0.03779528 10
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 30
## 94 Pollard 10 2002-10-31 0.19823789 10
## 95 br. sud amont 01 2002-10-31 0.03019261 10
## 96 Malt 11 2002-10-31 0.03059581 10subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctAGR_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.05361791 20.0
## 98 Dempsey 12 2021-07-28 0.03149606 52.0
## 99 Branche sud aval 03 2021-07-28 0.03488996 74.0
## 100 Sewell 08 2021-07-28 0.03822314 98.0
## 101 Waugh sanct. 07 2021-07-28 0.02316602 52.0
## 102 br. sud amont 01 2021-07-28 0.04819864 75.0
## 103 Morrison 06 2021-07-28 0.12471091 30.0
## 104 Malt 11 2021-07-28 0.10337838 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 75.0
## 106 Pollard 10 2021-07-28 0.13349057 98.0
## 107 Pok amont 04 2021-07-28 0.15787120 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 20.0
## 109 Malt 11 2021-08-31 0.13349057 39.3
## 110 Suggary 02 2021-08-31 0.17621145 235.9
## 111 Waugh sanct. 07 2021-08-31 0.05361791 68.3
## 112 Dempsey 12 2021-08-31 0.03149606 49.6
## 113 Branche sud aval 03 2021-08-31 0.03488996 54.5
## 114 Sewell 08 2021-08-31 0.03822314 148.3
## 115 Pollard 10 2021-08-31 0.02316602 117.8
## 116 br. sud amont 01 2021-08-31 0.04819864 72.7
## 117 Morrison 06 2021-08-31 0.12471091 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 70.3
## 120 Pok amont 04 2021-08-31 0.15787120 15.6
## 121 Suggary 02 2021-10-05 0.24142233 41.7
## 122 Morrison 06 2021-10-05 0.13349057 24.6
## 123 Malt 11 2021-10-05 0.15787120 47.1
## 124 Sewell 08 2021-10-05 0.17621145 135.4
## 125 Waugh sanct. 07 2021-10-05 0.05361791 29.5
## 126 Dempsey 12 2021-10-05 0.03149606 54.8
## 127 Branche sud aval 03 2021-10-05 0.03488996 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 95.9
## 129 Pollard 10 2021-10-05 0.02316602 62.7
## 130 br. sud amont 01 2021-10-05 0.04819864 35.5
## 131 Pok amont 04 2021-10-05 0.12471091 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 27.5
## 133 Malt 11 2021-10-28 0.10337838 16.0
## 134 Suggary 02 2021-10-28 0.24142233 7.4
## 135 br. sud amont 01 2021-10-28 0.13349057 19.9
## 136 Morrison 06 2021-10-28 0.03149606 12.1
## 137 Branche sud aval 03 2021-10-28 0.15787120 39.9
## 138 Sewell 08 2021-10-28 0.17621145 48.1
## 139 Waugh sanct. 07 2021-10-28 0.05361791 38.4
## 140 Dempsey 12 2021-10-28 0.04819864 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 29.5
## 143 Pollard 10 2021-10-28 0.02316602 34.5
## 144 Pok amont 04 2021-10-28 0.12471091 14.6
## 145 Pollard 10 2022-07-28 0.13349057 57.6
## 146 Morrison 06 2022-07-28 0.12471091 133.4
## 147 Malt 11 2022-07-28 0.10337838 70.3
## 148 Suggary 02 2022-07-28 0.24142233 27.5
## 149 br. sud amont 01 2022-07-28 0.05361791 32.7
## 150 Dempsey 12 2022-07-28 0.03149606 41.7
## 151 Branche sud aval 03 2022-07-28 0.15787120 59.8
## 152 Sewell 08 2022-07-28 0.17621145 90.6
## 153 Waugh sanct. 07 2022-07-28 0.02316602 93.3
## 154 Pok amont 04 2022-07-28 0.04819864 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 82.0
## 158 Pollard 10 2022-09-01 0.13349057 1046.2
## 159 br. sud amont 01 2022-09-01 0.04819864 114.5
## 160 Morrison 06 2022-09-01 0.12471091 686.7
## 161 Malt 11 2022-09-01 0.10337838 69.1
## 162 Suggary 02 2022-09-01 0.17621145 40.2
## 163 Waugh sanct. 07 2022-09-01 0.05361791 88.0
## 164 Dempsey 12 2022-09-01 0.03149606 248.1
## 165 Branche sud aval 03 2022-09-01 0.15787120 70.3
## 166 Sewell 08 2022-09-01 0.03822314 172.2
## 167 Pok amont 04 2022-09-01 0.02316602 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 121.1
## 169 Sewell 08 2022-10-03 0.13349057 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 59.1
## 172 Pollard 10 2022-10-03 0.02316602 24.1
## 173 br. sud amont 01 2022-10-03 0.04819864 57.6
## 174 Morrison 06 2022-10-03 0.12471091 47.4
## 175 Malt 11 2022-10-03 0.15787120 5.2
## 176 Suggary 02 2022-10-03 0.17621145 9.7
## 177 Waugh sanct. 07 2022-10-03 0.05361791 65.7
## 178 Dempsey 12 2022-10-03 0.03149606 48.0
## 179 Branche sud aval 03 2022-10-03 0.03488996 13.4
## 180 Pok amont 04 2022-10-03 0.03822314 8.4
## 181 Branche sud aval 03 2022-11-01 0.24142233 24.6
## 182 Sewell 08 2022-11-01 0.13349057 115.3
## 183 Pok amont 04 2022-11-01 0.12471091 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 72.3
## 186 Pollard 10 2022-11-01 0.02316602 20.3
## 187 br. sud amont 01 2022-11-01 0.04819864 37.3
## 188 Morrison 06 2022-11-01 0.03149606 39.9
## 189 Malt 11 2022-11-01 0.15787120 45.0
## 190 Suggary 02 2022-11-01 0.17621145 8.5
## 191 Waugh sanct. 07 2022-11-01 0.05361791 249.5
## 192 Dempsey 12 2022-11-01 0.03488996 53.8ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=E.coli_MPN_100.mL,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=E.coli_MPN_100.mL,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
#Agriculture_vs_Phosphore
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctAGR_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.03019261 0.0080
## 2 Morrison 06 2001-08-01 0.03779528 0.0080
## 3 Malt 11 2001-08-01 0.03059581 0.0110
## 4 Suggary 02 2001-08-01 0.08780992 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.01351351 0.0150
## 6 Dempsey 12 2001-08-01 0.03213242 0.0140
## 7 Branche sud aval 03 2001-08-01 0.06642438 0.0080
## 8 Sewell 08 2001-08-01 0.12364865 0.0110
## 9 Pok amont 04 2001-08-01 0.18215845 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 0.0160
## 12 Pollard 10 2001-08-01 0.19823789 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 0.0070
## 14 Pollard 10 2001-08-28 0.19823789 0.0170
## 15 br. sud amont 01 2001-08-28 0.03019261 0.0060
## 16 Morrison 06 2001-08-28 0.03779528 0.0080
## 17 Malt 11 2001-08-28 0.03059581 0.0080
## 18 Suggary 02 2001-08-28 0.08780992 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.01351351 0.0090
## 20 Dempsey 12 2001-08-28 0.03213242 0.0110
## 21 Branche sud aval 03 2001-08-28 0.06642438 0.0070
## 22 Sewell 08 2001-08-28 0.12364865 0.0170
## 23 Pok amont 04 2001-08-28 0.18215845 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 0.0130
## 25 Pok amont 04 2001-09-26 0.18215845 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 0.0130
## 28 Pollard 10 2001-09-26 0.19823789 0.0155
## 29 br. sud amont 01 2001-09-26 0.03019261 0.0130
## 30 Morrison 06 2001-09-26 0.03779528 0.0080
## 31 Malt 11 2001-09-26 0.03059581 0.0120
## 32 Suggary 02 2001-09-26 0.08780992 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.01351351 0.0140
## 34 Dempsey 12 2001-09-26 0.03213242 0.0190
## 35 Branche sud aval 03 2001-09-26 0.06642438 0.0090
## 36 Sewell 08 2001-09-26 0.12364865 0.0120
## 37 Sewell 08 2001-10-31 0.12364865 0.0120
## 38 Pok amont 04 2001-10-31 0.18215845 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 0.0050
## 40 Morrison 06 2001-10-31 0.03779528 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 0.0110
## 42 Pollard 10 2001-10-31 0.19823789 0.0080
## 43 br. sud amont 01 2001-10-31 0.03019261 0.0050
## 44 Dempsey 12 2001-10-31 0.03213242 0.0090
## 45 Malt 11 2001-10-31 0.03059581 0.0070
## 46 Suggary 02 2001-10-31 0.08780992 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.01351351 0.0120
## 48 Branche sud aval 03 2001-10-31 0.06642438 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 0.0050
## 50 Branche sud aval 03 2002-07-29 0.06642438 0.0070
## 51 Sewell 08 2002-07-29 0.12364865 0.0200
## 52 Pok amont 04 2002-07-29 0.18215845 0.0060
## 53 br. sud amont 01 2002-07-29 0.03019261 0.0060
## 54 Morrison 06 2002-07-29 0.03779528 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 0.0130
## 56 Pollard 10 2002-07-29 0.19823789 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.01351351 0.0120
## 58 Dempsey 12 2002-07-29 0.03213242 0.0100
## 59 Malt 11 2002-07-29 0.03059581 0.0090
## 60 Suggary 02 2002-07-29 0.08780992 0.0070
## 61 Pok amont 04 2002-08-28 0.18215845 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 0.0090
## 63 Dempsey 12 2002-08-28 0.03213242 0.0130
## 64 Branche sud aval 03 2002-08-28 0.06642438 0.0080
## 65 Sewell 08 2002-08-28 0.12364865 0.0100
## 66 Pollard 10 2002-08-28 0.19823789 0.0160
## 67 br. sud amont 01 2002-08-28 0.03019261 0.0070
## 68 Morrison 06 2002-08-28 0.03779528 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 0.0140
## 70 Suggary 02 2002-08-28 0.08780992 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.01351351 0.0130
## 72 Malt 11 2002-08-28 0.03059581 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 0.0070
## 74 Sewell 08 2002-10-02 0.12364865 0.0155
## 75 Pok amont 04 2002-10-02 0.18215845 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.01351351 0.0090
## 77 Dempsey 12 2002-10-02 0.03213242 0.0120
## 78 Branche sud aval 03 2002-10-02 0.06642438 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 0.0110
## 80 Pollard 10 2002-10-02 0.19823789 0.0110
## 81 br. sud amont 01 2002-10-02 0.03019261 0.0050
## 82 Morrison 06 2002-10-02 0.03779528 0.0050
## 83 Malt 11 2002-10-02 0.03059581 0.0080
## 84 Suggary 02 2002-10-02 0.08780992 0.0070
## 85 Pok amont 04 2002-10-31 0.18215845 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 0.0050
## 87 Branche sud aval 03 2002-10-31 0.06642438 0.0050
## 88 Sewell 08 2002-10-31 0.12364865 0.0130
## 89 Suggary 02 2002-10-31 0.08780992 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.01351351 0.0080
## 91 Dempsey 12 2002-10-31 0.03213242 0.0080
## 92 Morrison 06 2002-10-31 0.03779528 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 0.0090
## 94 Pollard 10 2002-10-31 0.19823789 0.0060
## 95 br. sud amont 01 2002-10-31 0.03019261 0.0065
## 96 Malt 11 2002-10-31 0.03059581 0.0050subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctAGR_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.05361791 0.018
## 98 Dempsey 12 2021-07-28 0.03149606 0.024
## 99 Branche sud aval 03 2021-07-28 0.03488996 0.022
## 100 Sewell 08 2021-07-28 0.03822314 0.028
## 101 Waugh sanct. 07 2021-07-28 0.02316602 0.017
## 102 br. sud amont 01 2021-07-28 0.04819864 0.016
## 103 Morrison 06 2021-07-28 0.12471091 0.019
## 104 Malt 11 2021-07-28 0.10337838 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 0.026
## 106 Pollard 10 2021-07-28 0.13349057 0.051
## 107 Pok amont 04 2021-07-28 0.15787120 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 0.014
## 109 Malt 11 2021-08-31 0.13349057 0.005
## 110 Suggary 02 2021-08-31 0.17621145 0.011
## 111 Waugh sanct. 07 2021-08-31 0.05361791 0.006
## 112 Dempsey 12 2021-08-31 0.03149606 0.014
## 113 Branche sud aval 03 2021-08-31 0.03488996 0.009
## 114 Sewell 08 2021-08-31 0.03822314 0.015
## 115 Pollard 10 2021-08-31 0.02316602 0.073
## 116 br. sud amont 01 2021-08-31 0.04819864 0.016
## 117 Morrison 06 2021-08-31 0.12471091 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 0.029
## 120 Pok amont 04 2021-08-31 0.15787120 0.008
## 121 Suggary 02 2021-10-05 0.24142233 0.007
## 122 Morrison 06 2021-10-05 0.13349057 0.010
## 123 Malt 11 2021-10-05 0.15787120 0.012
## 124 Sewell 08 2021-10-05 0.17621145 0.024
## 125 Waugh sanct. 07 2021-10-05 0.05361791 0.019
## 126 Dempsey 12 2021-10-05 0.03149606 0.018
## 127 Branche sud aval 03 2021-10-05 0.03488996 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 0.025
## 129 Pollard 10 2021-10-05 0.02316602 0.037
## 130 br. sud amont 01 2021-10-05 0.04819864 0.019
## 131 Pok amont 04 2021-10-05 0.12471091 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 0.011
## 133 Malt 11 2021-10-28 0.10337838 0.009
## 134 Suggary 02 2021-10-28 0.24142233 0.009
## 135 br. sud amont 01 2021-10-28 0.13349057 0.013
## 136 Morrison 06 2021-10-28 0.03149606 0.011
## 137 Branche sud aval 03 2021-10-28 0.15787120 0.022
## 138 Sewell 08 2021-10-28 0.17621145 0.020
## 139 Waugh sanct. 07 2021-10-28 0.05361791 0.018
## 140 Dempsey 12 2021-10-28 0.04819864 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 0.018
## 143 Pollard 10 2021-10-28 0.02316602 0.033
## 144 Pok amont 04 2021-10-28 0.12471091 0.013
## 145 Pollard 10 2022-07-28 0.13349057 0.034
## 146 Morrison 06 2022-07-28 0.12471091 0.014
## 147 Malt 11 2022-07-28 0.10337838 0.008
## 148 Suggary 02 2022-07-28 0.24142233 0.009
## 149 br. sud amont 01 2022-07-28 0.05361791 0.016
## 150 Dempsey 12 2022-07-28 0.03149606 0.017
## 151 Branche sud aval 03 2022-07-28 0.15787120 0.013
## 152 Sewell 08 2022-07-28 0.17621145 0.019
## 153 Waugh sanct. 07 2022-07-28 0.02316602 0.011
## 154 Pok amont 04 2022-07-28 0.04819864 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 0.024
## 158 Pollard 10 2022-09-01 0.13349057 0.075
## 159 br. sud amont 01 2022-09-01 0.04819864 0.015
## 160 Morrison 06 2022-09-01 0.12471091 0.021
## 161 Malt 11 2022-09-01 0.10337838 0.008
## 162 Suggary 02 2022-09-01 0.17621145 0.010
## 163 Waugh sanct. 07 2022-09-01 0.05361791 0.021
## 164 Dempsey 12 2022-09-01 0.03149606 0.021
## 165 Branche sud aval 03 2022-09-01 0.15787120 0.016
## 166 Sewell 08 2022-09-01 0.03822314 0.019
## 167 Pok amont 04 2022-09-01 0.02316602 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 0.012
## 169 Sewell 08 2022-10-03 0.13349057 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 0.022
## 172 Pollard 10 2022-10-03 0.02316602 0.049
## 173 br. sud amont 01 2022-10-03 0.04819864 0.016
## 174 Morrison 06 2022-10-03 0.12471091 0.014
## 175 Malt 11 2022-10-03 0.15787120 0.007
## 176 Suggary 02 2022-10-03 0.17621145 0.005
## 177 Waugh sanct. 07 2022-10-03 0.05361791 0.013
## 178 Dempsey 12 2022-10-03 0.03149606 0.013
## 179 Branche sud aval 03 2022-10-03 0.03488996 0.009
## 180 Pok amont 04 2022-10-03 0.03822314 0.013
## 181 Branche sud aval 03 2022-11-01 0.24142233 0.013
## 182 Sewell 08 2022-11-01 0.13349057 0.021
## 183 Pok amont 04 2022-11-01 0.12471091 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 0.020
## 186 Pollard 10 2022-11-01 0.02316602 0.041
## 187 br. sud amont 01 2022-11-01 0.04819864 0.020
## 188 Morrison 06 2022-11-01 0.03149606 0.018
## 189 Malt 11 2022-11-01 0.15787120 0.009
## 190 Suggary 02 2022-11-01 0.17621145 0.010
## 191 Waugh sanct. 07 2022-11-01 0.05361791 0.017
## 192 Dempsey 12 2022-11-01 0.03488996 0.021ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et l'agriculture en 1990",
x="Agriculture (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
#Agriculture_vs_Nitrate
#names(Pok2001.2022)
Period1$pctAGR_supdrainee_1990 = Period1$AGR_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctAGR_supdrainee_2020 = Period1$AGR_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbv
subset(Period1, select=c(Station2, Date, pctAGR_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctAGR_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.03019261 0.0500
## 2 Morrison 06 2001-08-01 0.03779528 0.0940
## 3 Malt 11 2001-08-01 0.03059581 0.0500
## 4 Suggary 02 2001-08-01 0.08780992 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.01351351 0.0500
## 6 Dempsey 12 2001-08-01 0.03213242 0.0500
## 7 Branche sud aval 03 2001-08-01 0.06642438 0.0500
## 8 Sewell 08 2001-08-01 0.12364865 0.1360
## 9 Pok amont 04 2001-08-01 0.18215845 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.06273585 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.14803220 0.2510
## 12 Pollard 10 2001-08-01 0.19823789 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.06273585 0.0500
## 14 Pollard 10 2001-08-28 0.19823789 0.3010
## 15 br. sud amont 01 2001-08-28 0.03019261 0.0500
## 16 Morrison 06 2001-08-28 0.03779528 0.0910
## 17 Malt 11 2001-08-28 0.03059581 0.0500
## 18 Suggary 02 2001-08-28 0.08780992 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.01351351 0.0500
## 20 Dempsey 12 2001-08-28 0.03213242 0.0500
## 21 Branche sud aval 03 2001-08-28 0.06642438 0.0500
## 22 Sewell 08 2001-08-28 0.12364865 0.1330
## 23 Pok amont 04 2001-08-28 0.18215845 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.14803220 0.2810
## 25 Pok amont 04 2001-09-26 0.18215845 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.06273585 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.14803220 0.2110
## 28 Pollard 10 2001-09-26 0.19823789 0.1845
## 29 br. sud amont 01 2001-09-26 0.03019261 0.0770
## 30 Morrison 06 2001-09-26 0.03779528 0.0500
## 31 Malt 11 2001-09-26 0.03059581 0.0500
## 32 Suggary 02 2001-09-26 0.08780992 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.01351351 0.0500
## 34 Dempsey 12 2001-09-26 0.03213242 0.0500
## 35 Branche sud aval 03 2001-09-26 0.06642438 0.0500
## 36 Sewell 08 2001-09-26 0.12364865 0.0500
## 37 Sewell 08 2001-10-31 0.12364865 0.0500
## 38 Pok amont 04 2001-10-31 0.18215845 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.06273585 0.0500
## 40 Morrison 06 2001-10-31 0.03779528 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.14803220 0.0500
## 42 Pollard 10 2001-10-31 0.19823789 0.2300
## 43 br. sud amont 01 2001-10-31 0.03019261 0.0500
## 44 Dempsey 12 2001-10-31 0.03213242 0.0500
## 45 Malt 11 2001-10-31 0.03059581 0.0500
## 46 Suggary 02 2001-10-31 0.08780992 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.01351351 0.0500
## 48 Branche sud aval 03 2001-10-31 0.06642438 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.06273585 0.0500
## 50 Branche sud aval 03 2002-07-29 0.06642438 0.0500
## 51 Sewell 08 2002-07-29 0.12364865 0.2200
## 52 Pok amont 04 2002-07-29 0.18215845 0.0700
## 53 br. sud amont 01 2002-07-29 0.03019261 0.0500
## 54 Morrison 06 2002-07-29 0.03779528 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.14803220 0.2800
## 56 Pollard 10 2002-07-29 0.19823789 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.01351351 0.0500
## 58 Dempsey 12 2002-07-29 0.03213242 0.0500
## 59 Malt 11 2002-07-29 0.03059581 0.0500
## 60 Suggary 02 2002-07-29 0.08780992 0.1900
## 61 Pok amont 04 2002-08-28 0.18215845 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.06273585 0.0500
## 63 Dempsey 12 2002-08-28 0.03213242 0.0500
## 64 Branche sud aval 03 2002-08-28 0.06642438 0.0500
## 65 Sewell 08 2002-08-28 0.12364865 0.0500
## 66 Pollard 10 2002-08-28 0.19823789 0.1800
## 67 br. sud amont 01 2002-08-28 0.03019261 0.0500
## 68 Morrison 06 2002-08-28 0.03779528 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.14803220 0.3000
## 70 Suggary 02 2002-08-28 0.08780992 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.01351351 0.0500
## 72 Malt 11 2002-08-28 0.03059581 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.06273585 0.0500
## 74 Sewell 08 2002-10-02 0.12364865 0.0500
## 75 Pok amont 04 2002-10-02 0.18215845 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.01351351 0.0500
## 77 Dempsey 12 2002-10-02 0.03213242 0.0500
## 78 Branche sud aval 03 2002-10-02 0.06642438 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.14803220 0.1900
## 80 Pollard 10 2002-10-02 0.19823789 0.1300
## 81 br. sud amont 01 2002-10-02 0.03019261 0.0500
## 82 Morrison 06 2002-10-02 0.03779528 0.0500
## 83 Malt 11 2002-10-02 0.03059581 0.0500
## 84 Suggary 02 2002-10-02 0.08780992 0.1300
## 85 Pok amont 04 2002-10-31 0.18215845 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.06273585 0.0500
## 87 Branche sud aval 03 2002-10-31 0.06642438 0.0500
## 88 Sewell 08 2002-10-31 0.12364865 0.2300
## 89 Suggary 02 2002-10-31 0.08780992 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.01351351 0.0800
## 91 Dempsey 12 2002-10-31 0.03213242 0.0500
## 92 Morrison 06 2002-10-31 0.03779528 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.14803220 0.2200
## 94 Pollard 10 2002-10-31 0.19823789 0.1900
## 95 br. sud amont 01 2002-10-31 0.03019261 0.0500
## 96 Malt 11 2002-10-31 0.03059581 0.1300subset(Period2, select=c(Station2, Date, pctAGR_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctAGR_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.05361791 0.11
## 98 Dempsey 12 2021-07-28 0.03149606 0.08
## 99 Branche sud aval 03 2021-07-28 0.03488996 0.05
## 100 Sewell 08 2021-07-28 0.03822314 0.17
## 101 Waugh sanct. 07 2021-07-28 0.02316602 0.06
## 102 br. sud amont 01 2021-07-28 0.04819864 0.08
## 103 Morrison 06 2021-07-28 0.12471091 0.05
## 104 Malt 11 2021-07-28 0.10337838 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.24142233 0.21
## 106 Pollard 10 2021-07-28 0.13349057 0.40
## 107 Pok amont 04 2021-07-28 0.15787120 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.17621145 0.18
## 109 Malt 11 2021-08-31 0.13349057 0.06
## 110 Suggary 02 2021-08-31 0.17621145 0.12
## 111 Waugh sanct. 07 2021-08-31 0.05361791 0.05
## 112 Dempsey 12 2021-08-31 0.03149606 0.08
## 113 Branche sud aval 03 2021-08-31 0.03488996 0.06
## 114 Sewell 08 2021-08-31 0.03822314 0.12
## 115 Pollard 10 2021-08-31 0.02316602 0.32
## 116 br. sud amont 01 2021-08-31 0.04819864 0.05
## 117 Morrison 06 2021-08-31 0.12471091 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.10337838 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.24142233 0.21
## 120 Pok amont 04 2021-08-31 0.15787120 0.10
## 121 Suggary 02 2021-10-05 0.24142233 0.17
## 122 Morrison 06 2021-10-05 0.13349057 0.06
## 123 Malt 11 2021-10-05 0.15787120 0.12
## 124 Sewell 08 2021-10-05 0.17621145 0.13
## 125 Waugh sanct. 07 2021-10-05 0.05361791 0.05
## 126 Dempsey 12 2021-10-05 0.03149606 0.09
## 127 Branche sud aval 03 2021-10-05 0.03488996 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.03822314 0.33
## 129 Pollard 10 2021-10-05 0.02316602 0.38
## 130 br. sud amont 01 2021-10-05 0.04819864 0.05
## 131 Pok amont 04 2021-10-05 0.12471091 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.10337838 0.22
## 133 Malt 11 2021-10-28 0.10337838 0.07
## 134 Suggary 02 2021-10-28 0.24142233 0.15
## 135 br. sud amont 01 2021-10-28 0.13349057 0.05
## 136 Morrison 06 2021-10-28 0.03149606 0.08
## 137 Branche sud aval 03 2021-10-28 0.15787120 0.07
## 138 Sewell 08 2021-10-28 0.17621145 0.14
## 139 Waugh sanct. 07 2021-10-28 0.05361791 0.05
## 140 Dempsey 12 2021-10-28 0.04819864 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.03488996 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.03822314 0.36
## 143 Pollard 10 2021-10-28 0.02316602 0.38
## 144 Pok amont 04 2021-10-28 0.12471091 0.13
## 145 Pollard 10 2022-07-28 0.13349057 0.40
## 146 Morrison 06 2022-07-28 0.12471091 0.08
## 147 Malt 11 2022-07-28 0.10337838 0.06
## 148 Suggary 02 2022-07-28 0.24142233 0.11
## 149 br. sud amont 01 2022-07-28 0.05361791 0.05
## 150 Dempsey 12 2022-07-28 0.03149606 0.11
## 151 Branche sud aval 03 2022-07-28 0.15787120 0.07
## 152 Sewell 08 2022-07-28 0.17621145 0.17
## 153 Waugh sanct. 07 2022-07-28 0.02316602 0.05
## 154 Pok amont 04 2022-07-28 0.04819864 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.03488996 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.03822314 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.24142233 0.26
## 158 Pollard 10 2022-09-01 0.13349057 0.53
## 159 br. sud amont 01 2022-09-01 0.04819864 0.05
## 160 Morrison 06 2022-09-01 0.12471091 0.06
## 161 Malt 11 2022-09-01 0.10337838 0.10
## 162 Suggary 02 2022-09-01 0.17621145 0.13
## 163 Waugh sanct. 07 2022-09-01 0.05361791 0.10
## 164 Dempsey 12 2022-09-01 0.03149606 0.15
## 165 Branche sud aval 03 2022-09-01 0.15787120 0.06
## 166 Sewell 08 2022-09-01 0.03822314 0.17
## 167 Pok amont 04 2022-09-01 0.02316602 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.03488996 0.12
## 169 Sewell 08 2022-10-03 0.13349057 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.10337838 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.24142233 0.27
## 172 Pollard 10 2022-10-03 0.02316602 0.50
## 173 br. sud amont 01 2022-10-03 0.04819864 0.06
## 174 Morrison 06 2022-10-03 0.12471091 0.05
## 175 Malt 11 2022-10-03 0.15787120 0.06
## 176 Suggary 02 2022-10-03 0.17621145 0.15
## 177 Waugh sanct. 07 2022-10-03 0.05361791 0.09
## 178 Dempsey 12 2022-10-03 0.03149606 0.09
## 179 Branche sud aval 03 2022-10-03 0.03488996 0.05
## 180 Pok amont 04 2022-10-03 0.03822314 0.05
## 181 Branche sud aval 03 2022-11-01 0.24142233 0.05
## 182 Sewell 08 2022-11-01 0.13349057 0.15
## 183 Pok amont 04 2022-11-01 0.12471091 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.10337838 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.03822314 0.25
## 186 Pollard 10 2022-11-01 0.02316602 0.54
## 187 br. sud amont 01 2022-11-01 0.04819864 0.07
## 188 Morrison 06 2022-11-01 0.03149606 0.09
## 189 Malt 11 2022-11-01 0.15787120 0.07
## 190 Suggary 02 2022-11-01 0.17621145 0.16
## 191 Waugh sanct. 07 2022-11-01 0.05361791 0.06
## 192 Dempsey 12 2022-11-01 0.03488996 0.11ggplot() +
geom_point(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctAGR_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctAGR_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="titre en commentaire",
x="Agriculture (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
IND: zone industriel
# Crée la variable pourcentage
Period1$pctIND_supdrainee_1990 = Period1$IND_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctIND_supdrainee_2020 = Period1$IND_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvZone_industriel_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctIND_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.0000000000 11.5
## 2 Morrison 06 2001-08-01 0.0000000000 10.2
## 3 Malt 11 2001-08-01 0.0016103060 25.2
## 4 Suggary 02 2001-08-01 0.0020661157 14.4
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 10.8
## 6 Dempsey 12 2001-08-01 0.0058422590 20.4
## 7 Branche sud aval 03 2001-08-01 0.0002668379 13.5
## 8 Sewell 08 2001-08-01 0.0060810811 12.8
## 9 Pok amont 04 2001-08-01 0.0006238303 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 9.0
## 12 Pollard 10 2001-08-01 0.0007342144 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 9.3
## 14 Pollard 10 2001-08-28 0.0007342144 12.0
## 15 br. sud amont 01 2001-08-28 0.0000000000 10.0
## 16 Morrison 06 2001-08-28 0.0000000000 NaN
## 17 Malt 11 2001-08-28 0.0016103060 8.8
## 18 Suggary 02 2001-08-28 0.0020661157 13.0
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 10.6
## 20 Dempsey 12 2001-08-28 0.0058422590 13.5
## 21 Branche sud aval 03 2001-08-28 0.0002668379 11.5
## 22 Sewell 08 2001-08-28 0.0060810811 13.5
## 23 Pok amont 04 2001-08-28 0.0006238303 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 10.9
## 25 Pok amont 04 2001-09-26 0.0006238303 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 11.8
## 28 Pollard 10 2001-09-26 0.0007342144 12.7
## 29 br. sud amont 01 2001-09-26 0.0000000000 11.5
## 30 Morrison 06 2001-09-26 0.0000000000 11.2
## 31 Malt 11 2001-09-26 0.0016103060 9.3
## 32 Suggary 02 2001-09-26 0.0020661157 12.9
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 10.4
## 34 Dempsey 12 2001-09-26 0.0058422590 13.4
## 35 Branche sud aval 03 2001-09-26 0.0002668379 12.0
## 36 Sewell 08 2001-09-26 0.0060810811 12.9
## 37 Sewell 08 2001-10-31 0.0060810811 1.4
## 38 Pok amont 04 2001-10-31 0.0006238303 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 3.0
## 40 Morrison 06 2001-10-31 0.0000000000 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 2.1
## 42 Pollard 10 2001-10-31 0.0007342144 3.3
## 43 br. sud amont 01 2001-10-31 0.0000000000 2.7
## 44 Dempsey 12 2001-10-31 0.0058422590 3.9
## 45 Malt 11 2001-10-31 0.0016103060 4.8
## 46 Suggary 02 2001-10-31 0.0020661157 2.1
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 2.7
## 48 Branche sud aval 03 2001-10-31 0.0002668379 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 17.5
## 50 Branche sud aval 03 2002-07-29 0.0002668379 15.7
## 51 Sewell 08 2002-07-29 0.0060810811 16.8
## 52 Pok amont 04 2002-07-29 0.0006238303 13.3
## 53 br. sud amont 01 2002-07-29 0.0000000000 14.7
## 54 Morrison 06 2002-07-29 0.0000000000 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 17.4
## 56 Pollard 10 2002-07-29 0.0007342144 17.0
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 16.4
## 58 Dempsey 12 2002-07-29 0.0058422590 15.6
## 59 Malt 11 2002-07-29 0.0016103060 14.9
## 60 Suggary 02 2002-07-29 0.0020661157 17.9
## 61 Pok amont 04 2002-08-28 0.0006238303 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 10.2
## 63 Dempsey 12 2002-08-28 0.0058422590 13.2
## 64 Branche sud aval 03 2002-08-28 0.0002668379 11.3
## 65 Sewell 08 2002-08-28 0.0060810811 13.1
## 66 Pollard 10 2002-08-28 0.0007342144 11.1
## 67 br. sud amont 01 2002-08-28 0.0000000000 11.1
## 68 Morrison 06 2002-08-28 0.0000000000 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 12.9
## 70 Suggary 02 2002-08-28 0.0020661157 10.6
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 10.1
## 72 Malt 11 2002-08-28 0.0016103060 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 10.7
## 74 Sewell 08 2002-10-02 0.0060810811 12.7
## 75 Pok amont 04 2002-10-02 0.0006238303 7.8
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 10.7
## 77 Dempsey 12 2002-10-02 0.0058422590 11.1
## 78 Branche sud aval 03 2002-10-02 0.0002668379 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 12.9
## 80 Pollard 10 2002-10-02 0.0007342144 10.8
## 81 br. sud amont 01 2002-10-02 0.0000000000 11.0
## 82 Morrison 06 2002-10-02 0.0000000000 10.5
## 83 Malt 11 2002-10-02 0.0016103060 7.8
## 84 Suggary 02 2002-10-02 0.0020661157 10.3
## 85 Pok amont 04 2002-10-31 0.0006238303 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 2.7
## 87 Branche sud aval 03 2002-10-31 0.0002668379 NaN
## 88 Sewell 08 2002-10-31 0.0060810811 1.6
## 89 Suggary 02 2002-10-31 0.0020661157 2.7
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 2.7
## 91 Dempsey 12 2002-10-31 0.0058422590 3.3
## 92 Morrison 06 2002-10-31 0.0000000000 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 2.3
## 94 Pollard 10 2002-10-31 0.0007342144 2.7
## 95 br. sud amont 01 2002-10-31 0.0000000000 2.5
## 96 Malt 11 2002-10-31 0.0016103060 4.4subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctIND_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.0026028110 11.5
## 98 Dempsey 12 2021-07-28 0.0005249344 16.1
## 99 Branche sud aval 03 2021-07-28 0.0048309179 15.5
## 100 Sewell 08 2021-07-28 0.0030991736 14.2
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 12.1
## 102 br. sud amont 01 2021-07-28 0.0073028238 14.0
## 103 Morrison 06 2021-07-28 0.0009784736 15.7
## 104 Malt 11 2021-07-28 0.0050675676 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 16.9
## 106 Pollard 10 2021-07-28 0.0047169811 14.6
## 107 Pok amont 04 2021-07-28 0.0366726297 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 11.9
## 109 Malt 11 2021-08-31 0.0047169811 12.0
## 110 Suggary 02 2021-08-31 0.0080763583 11.0
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 12.8
## 112 Dempsey 12 2021-08-31 0.0005249344 15.0
## 113 Branche sud aval 03 2021-08-31 0.0048309179 15.0
## 114 Sewell 08 2021-08-31 0.0030991736 14.6
## 115 Pollard 10 2021-08-31 0.0011583012 15.7
## 116 br. sud amont 01 2021-08-31 0.0073028238 13.7
## 117 Morrison 06 2021-08-31 0.0009784736 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 16.4
## 120 Pok amont 04 2021-08-31 0.0366726297 10.8
## 121 Suggary 02 2021-10-05 0.0018714910 6.3
## 122 Morrison 06 2021-10-05 0.0047169811 7.0
## 123 Malt 11 2021-10-05 0.0366726297 8.5
## 124 Sewell 08 2021-10-05 0.0080763583 8.0
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 9.0
## 126 Dempsey 12 2021-10-05 0.0005249344 8.7
## 127 Branche sud aval 03 2021-10-05 0.0048309179 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 7.9
## 129 Pollard 10 2021-10-05 0.0011583012 8.7
## 130 br. sud amont 01 2021-10-05 0.0073028238 7.3
## 131 Pok amont 04 2021-10-05 0.0009784736 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 6.4
## 133 Malt 11 2021-10-28 0.0050675676 7.1
## 134 Suggary 02 2021-10-28 0.0018714910 6.7
## 135 br. sud amont 01 2021-10-28 0.0047169811 7.0
## 136 Morrison 06 2021-10-28 0.0005249344 6.4
## 137 Branche sud aval 03 2021-10-28 0.0366726297 6.7
## 138 Sewell 08 2021-10-28 0.0080763583 7.4
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 7.3
## 140 Dempsey 12 2021-10-28 0.0073028238 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 7.2
## 143 Pollard 10 2021-10-28 0.0011583012 7.5
## 144 Pok amont 04 2021-10-28 0.0009784736 7.2
## 145 Pollard 10 2022-07-28 0.0047169811 14.2
## 146 Morrison 06 2022-07-28 0.0009784736 13.3
## 147 Malt 11 2022-07-28 0.0050675676 12.9
## 148 Suggary 02 2022-07-28 0.0018714910 11.4
## 149 br. sud amont 01 2022-07-28 0.0026028110 14.9
## 150 Dempsey 12 2022-07-28 0.0005249344 15.3
## 151 Branche sud aval 03 2022-07-28 0.0366726297 15.5
## 152 Sewell 08 2022-07-28 0.0080763583 15.1
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 13.1
## 154 Pok amont 04 2022-07-28 0.0073028238 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 16.2
## 158 Pollard 10 2022-09-01 0.0047169811 15.1
## 159 br. sud amont 01 2022-09-01 0.0073028238 14.8
## 160 Morrison 06 2022-09-01 0.0009784736 15.0
## 161 Malt 11 2022-09-01 0.0050675676 12.3
## 162 Suggary 02 2022-09-01 0.0080763583 11.9
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 14.0
## 164 Dempsey 12 2022-09-01 0.0005249344 15.0
## 165 Branche sud aval 03 2022-09-01 0.0366726297 16.2
## 166 Sewell 08 2022-09-01 0.0030991736 15.9
## 167 Pok amont 04 2022-09-01 0.0011583012 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 12.9
## 169 Sewell 08 2022-10-03 0.0047169811 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 6.5
## 172 Pollard 10 2022-10-03 0.0011583012 6.5
## 173 br. sud amont 01 2022-10-03 0.0073028238 5.6
## 174 Morrison 06 2022-10-03 0.0009784736 4.7
## 175 Malt 11 2022-10-03 0.0366726297 7.9
## 176 Suggary 02 2022-10-03 0.0080763583 4.5
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 6.3
## 178 Dempsey 12 2022-10-03 0.0005249344 6.0
## 179 Branche sud aval 03 2022-10-03 0.0048309179 6.2
## 180 Pok amont 04 2022-10-03 0.0030991736 6.5
## 181 Branche sud aval 03 2022-11-01 0.0018714910 6.5
## 182 Sewell 08 2022-11-01 0.0047169811 7.1
## 183 Pok amont 04 2022-11-01 0.0009784736 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 7.4
## 186 Pollard 10 2022-11-01 0.0011583012 8.0
## 187 br. sud amont 01 2022-11-01 0.0073028238 7.0
## 188 Morrison 06 2022-11-01 0.0005249344 5.9
## 189 Malt 11 2022-11-01 0.0366726297 7.6
## 190 Suggary 02 2022-11-01 0.0080763583 6.5
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 7.3
## 192 Dempsey 12 2022-11-01 0.0048309179 7.8ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_industriel_vs_Oxyg_dissous
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctIND_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.0000000000 11.30
## 2 Morrison 06 2001-08-01 0.0000000000 10.60
## 3 Malt 11 2001-08-01 0.0016103060 11.80
## 4 Suggary 02 2001-08-01 0.0020661157 10.50
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 10.40
## 6 Dempsey 12 2001-08-01 0.0058422590 8.10
## 7 Branche sud aval 03 2001-08-01 0.0002668379 11.00
## 8 Sewell 08 2001-08-01 0.0060810811 11.10
## 9 Pok amont 04 2001-08-01 0.0006238303 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 12.10
## 12 Pollard 10 2001-08-01 0.0007342144 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 10.60
## 14 Pollard 10 2001-08-28 0.0007342144 9.60
## 15 br. sud amont 01 2001-08-28 0.0000000000 10.12
## 16 Morrison 06 2001-08-28 0.0000000000 NaN
## 17 Malt 11 2001-08-28 0.0016103060 10.60
## 18 Suggary 02 2001-08-28 0.0020661157 9.45
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 10.00
## 20 Dempsey 12 2001-08-28 0.0058422590 8.80
## 21 Branche sud aval 03 2001-08-28 0.0002668379 10.00
## 22 Sewell 08 2001-08-28 0.0060810811 9.40
## 23 Pok amont 04 2001-08-28 0.0006238303 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 10.00
## 25 Pok amont 04 2001-09-26 0.0006238303 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 8.51
## 28 Pollard 10 2001-09-26 0.0007342144 8.40
## 29 br. sud amont 01 2001-09-26 0.0000000000 8.50
## 30 Morrison 06 2001-09-26 0.0000000000 8.60
## 31 Malt 11 2001-09-26 0.0016103060 9.00
## 32 Suggary 02 2001-09-26 0.0020661157 8.44
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 8.62
## 34 Dempsey 12 2001-09-26 0.0058422590 8.30
## 35 Branche sud aval 03 2001-09-26 0.0002668379 9.20
## 36 Sewell 08 2001-09-26 0.0060810811 7.92
## 37 Sewell 08 2001-10-31 0.0060810811 7.70
## 38 Pok amont 04 2001-10-31 0.0006238303 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 9.46
## 40 Morrison 06 2001-10-31 0.0000000000 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 8.70
## 42 Pollard 10 2001-10-31 0.0007342144 8.85
## 43 br. sud amont 01 2001-10-31 0.0000000000 7.80
## 44 Dempsey 12 2001-10-31 0.0058422590 8.43
## 45 Malt 11 2001-10-31 0.0016103060 9.20
## 46 Suggary 02 2001-10-31 0.0020661157 7.30
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 8.00
## 48 Branche sud aval 03 2001-10-31 0.0002668379 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 8.01
## 50 Branche sud aval 03 2002-07-29 0.0002668379 8.50
## 51 Sewell 08 2002-07-29 0.0060810811 7.60
## 52 Pok amont 04 2002-07-29 0.0006238303 8.17
## 53 br. sud amont 01 2002-07-29 0.0000000000 8.65
## 54 Morrison 06 2002-07-29 0.0000000000 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 7.10
## 56 Pollard 10 2002-07-29 0.0007342144 7.45
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 7.90
## 58 Dempsey 12 2002-07-29 0.0058422590 8.30
## 59 Malt 11 2002-07-29 0.0016103060 8.90
## 60 Suggary 02 2002-07-29 0.0020661157 8.20
## 61 Pok amont 04 2002-08-28 0.0006238303 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 9.46
## 63 Dempsey 12 2002-08-28 0.0058422590 8.20
## 64 Branche sud aval 03 2002-08-28 0.0002668379 10.41
## 65 Sewell 08 2002-08-28 0.0060810811 9.80
## 66 Pollard 10 2002-08-28 0.0007342144 9.02
## 67 br. sud amont 01 2002-08-28 0.0000000000 10.20
## 68 Morrison 06 2002-08-28 0.0000000000 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 11.05
## 70 Suggary 02 2002-08-28 0.0020661157 11.24
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 10.00
## 72 Malt 11 2002-08-28 0.0016103060 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 4.42
## 74 Sewell 08 2002-10-02 0.0060810811 6.84
## 75 Pok amont 04 2002-10-02 0.0006238303 7.20
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 6.10
## 77 Dempsey 12 2002-10-02 0.0058422590 5.70
## 78 Branche sud aval 03 2002-10-02 0.0002668379 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 7.49
## 80 Pollard 10 2002-10-02 0.0007342144 6.80
## 81 br. sud amont 01 2002-10-02 0.0000000000 7.16
## 82 Morrison 06 2002-10-02 0.0000000000 7.60
## 83 Malt 11 2002-10-02 0.0016103060 6.40
## 84 Suggary 02 2002-10-02 0.0020661157 8.08
## 85 Pok amont 04 2002-10-31 0.0006238303 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 8.50
## 87 Branche sud aval 03 2002-10-31 0.0002668379 NaN
## 88 Sewell 08 2002-10-31 0.0060810811 8.30
## 89 Suggary 02 2002-10-31 0.0020661157 8.60
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 7.00
## 91 Dempsey 12 2002-10-31 0.0058422590 7.40
## 92 Morrison 06 2002-10-31 0.0000000000 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 7.60
## 94 Pollard 10 2002-10-31 0.0007342144 7.60
## 95 br. sud amont 01 2002-10-31 0.0000000000 8.20
## 96 Malt 11 2002-10-31 0.0016103060 8.00subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctIND_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.0026028110 9.68
## 98 Dempsey 12 2021-07-28 0.0005249344 9.38
## 99 Branche sud aval 03 2021-07-28 0.0048309179 8.51
## 100 Sewell 08 2021-07-28 0.0030991736 9.29
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 9.84
## 102 br. sud amont 01 2021-07-28 0.0073028238 8.43
## 103 Morrison 06 2021-07-28 0.0009784736 9.04
## 104 Malt 11 2021-07-28 0.0050675676 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 8.70
## 106 Pollard 10 2021-07-28 0.0047169811 9.81
## 107 Pok amont 04 2021-07-28 0.0366726297 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 10.29
## 109 Malt 11 2021-08-31 0.0047169811 11.07
## 110 Suggary 02 2021-08-31 0.0080763583 10.16
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 10.03
## 112 Dempsey 12 2021-08-31 0.0005249344 9.51
## 113 Branche sud aval 03 2021-08-31 0.0048309179 8.83
## 114 Sewell 08 2021-08-31 0.0030991736 8.18
## 115 Pollard 10 2021-08-31 0.0011583012 8.15
## 116 br. sud amont 01 2021-08-31 0.0073028238 7.94
## 117 Morrison 06 2021-08-31 0.0009784736 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 8.54
## 120 Pok amont 04 2021-08-31 0.0366726297 8.70
## 121 Suggary 02 2021-10-05 0.0018714910 12.14
## 122 Morrison 06 2021-10-05 0.0047169811 11.19
## 123 Malt 11 2021-10-05 0.0366726297 10.27
## 124 Sewell 08 2021-10-05 0.0080763583 11.17
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 10.42
## 126 Dempsey 12 2021-10-05 0.0005249344 10.86
## 127 Branche sud aval 03 2021-10-05 0.0048309179 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 10.87
## 129 Pollard 10 2021-10-05 0.0011583012 11.29
## 130 br. sud amont 01 2021-10-05 0.0073028238 10.74
## 131 Pok amont 04 2021-10-05 0.0009784736 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 11.40
## 133 Malt 11 2021-10-28 0.0050675676 10.50
## 134 Suggary 02 2021-10-28 0.0018714910 11.68
## 135 br. sud amont 01 2021-10-28 0.0047169811 10.93
## 136 Morrison 06 2021-10-28 0.0005249344 11.66
## 137 Branche sud aval 03 2021-10-28 0.0366726297 11.22
## 138 Sewell 08 2021-10-28 0.0080763583 11.44
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 10.96
## 140 Dempsey 12 2021-10-28 0.0073028238 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 10.41
## 143 Pollard 10 2021-10-28 0.0011583012 10.54
## 144 Pok amont 04 2021-10-28 0.0009784736 10.80
## 145 Pollard 10 2022-07-28 0.0047169811 10.75
## 146 Morrison 06 2022-07-28 0.0009784736 10.00
## 147 Malt 11 2022-07-28 0.0050675676 11.60
## 148 Suggary 02 2022-07-28 0.0018714910 11.40
## 149 br. sud amont 01 2022-07-28 0.0026028110 8.64
## 150 Dempsey 12 2022-07-28 0.0005249344 9.34
## 151 Branche sud aval 03 2022-07-28 0.0366726297 9.55
## 152 Sewell 08 2022-07-28 0.0080763583 9.50
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 9.90
## 154 Pok amont 04 2022-07-28 0.0073028238 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 9.19
## 158 Pollard 10 2022-09-01 0.0047169811 10.25
## 159 br. sud amont 01 2022-09-01 0.0073028238 8.28
## 160 Morrison 06 2022-09-01 0.0009784736 9.52
## 161 Malt 11 2022-09-01 0.0050675676 11.08
## 162 Suggary 02 2022-09-01 0.0080763583 10.24
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 9.22
## 164 Dempsey 12 2022-09-01 0.0005249344 9.44
## 165 Branche sud aval 03 2022-09-01 0.0366726297 8.95
## 166 Sewell 08 2022-09-01 0.0030991736 9.02
## 167 Pok amont 04 2022-09-01 0.0011583012 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 10.06
## 169 Sewell 08 2022-10-03 0.0047169811 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 12.20
## 172 Pollard 10 2022-10-03 0.0011583012 13.04
## 173 br. sud amont 01 2022-10-03 0.0073028238 11.04
## 174 Morrison 06 2022-10-03 0.0009784736 12.92
## 175 Malt 11 2022-10-03 0.0366726297 12.67
## 176 Suggary 02 2022-10-03 0.0080763583 13.13
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 12.07
## 178 Dempsey 12 2022-10-03 0.0005249344 11.87
## 179 Branche sud aval 03 2022-10-03 0.0048309179 12.21
## 180 Pok amont 04 2022-10-03 0.0030991736 10.04
## 181 Branche sud aval 03 2022-11-01 0.0018714910 12.07
## 182 Sewell 08 2022-11-01 0.0047169811 12.13
## 183 Pok amont 04 2022-11-01 0.0009784736 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 11.17
## 186 Pollard 10 2022-11-01 0.0011583012 10.85
## 187 br. sud amont 01 2022-11-01 0.0073028238 11.78
## 188 Morrison 06 2022-11-01 0.0005249344 12.66
## 189 Malt 11 2022-11-01 0.0366726297 11.63
## 190 Suggary 02 2022-11-01 0.0080763583 12.35
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 9.42
## 192 Dempsey 12 2022-11-01 0.0048309179 11.07ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène dissous et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_industriel_vs_Conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctIND_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.0000000000 171.0
## 2 Morrison 06 2001-08-01 0.0000000000 114.0
## 3 Malt 11 2001-08-01 0.0016103060 108.0
## 4 Suggary 02 2001-08-01 0.0020661157 118.0
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 133.0
## 6 Dempsey 12 2001-08-01 0.0058422590 128.0
## 7 Branche sud aval 03 2001-08-01 0.0002668379 115.0
## 8 Sewell 08 2001-08-01 0.0060810811 134.0
## 9 Pok amont 04 2001-08-01 0.0006238303 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 100.0
## 12 Pollard 10 2001-08-01 0.0007342144 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 105.0
## 14 Pollard 10 2001-08-28 0.0007342144 162.0
## 15 br. sud amont 01 2001-08-28 0.0000000000 177.0
## 16 Morrison 06 2001-08-28 0.0000000000 115.0
## 17 Malt 11 2001-08-28 0.0016103060 90.3
## 18 Suggary 02 2001-08-28 0.0020661157 119.0
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 132.0
## 20 Dempsey 12 2001-08-28 0.0058422590 129.0
## 21 Branche sud aval 03 2001-08-28 0.0002668379 113.0
## 22 Sewell 08 2001-08-28 0.0060810811 150.0
## 23 Pok amont 04 2001-08-28 0.0006238303 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 112.0
## 25 Pok amont 04 2001-09-26 0.0006238303 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 111.0
## 28 Pollard 10 2001-09-26 0.0007342144 153.5
## 29 br. sud amont 01 2001-09-26 0.0000000000 158.0
## 30 Morrison 06 2001-09-26 0.0000000000 117.0
## 31 Malt 11 2001-09-26 0.0016103060 97.7
## 32 Suggary 02 2001-09-26 0.0020661157 139.0
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 136.0
## 34 Dempsey 12 2001-09-26 0.0058422590 137.0
## 35 Branche sud aval 03 2001-09-26 0.0002668379 123.0
## 36 Sewell 08 2001-09-26 0.0060810811 173.0
## 37 Sewell 08 2001-10-31 0.0060810811 111.0
## 38 Pok amont 04 2001-10-31 0.0006238303 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 112.0
## 40 Morrison 06 2001-10-31 0.0000000000 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 87.2
## 42 Pollard 10 2001-10-31 0.0007342144 164.0
## 43 br. sud amont 01 2001-10-31 0.0000000000 162.0
## 44 Dempsey 12 2001-10-31 0.0058422590 128.0
## 45 Malt 11 2001-10-31 0.0016103060 98.8
## 46 Suggary 02 2001-10-31 0.0020661157 120.0
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 102.0
## 48 Branche sud aval 03 2001-10-31 0.0002668379 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 112.0
## 50 Branche sud aval 03 2002-07-29 0.0002668379 116.0
## 51 Sewell 08 2002-07-29 0.0060810811 139.0
## 52 Pok amont 04 2002-07-29 0.0006238303 57.1
## 53 br. sud amont 01 2002-07-29 0.0000000000 148.0
## 54 Morrison 06 2002-07-29 0.0000000000 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 105.0
## 56 Pollard 10 2002-07-29 0.0007342144 162.0
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 133.0
## 58 Dempsey 12 2002-07-29 0.0058422590 143.0
## 59 Malt 11 2002-07-29 0.0016103060 96.6
## 60 Suggary 02 2002-07-29 0.0020661157 110.0
## 61 Pok amont 04 2002-08-28 0.0006238303 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 115.0
## 63 Dempsey 12 2002-08-28 0.0058422590 144.0
## 64 Branche sud aval 03 2002-08-28 0.0002668379 121.0
## 65 Sewell 08 2002-08-28 0.0060810811 168.0
## 66 Pollard 10 2002-08-28 0.0007342144 164.0
## 67 br. sud amont 01 2002-08-28 0.0000000000 185.0
## 68 Morrison 06 2002-08-28 0.0000000000 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 111.0
## 70 Suggary 02 2002-08-28 0.0020661157 110.5
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 135.0
## 72 Malt 11 2002-08-28 0.0016103060 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 120.0
## 74 Sewell 08 2002-10-02 0.0060810811 158.0
## 75 Pok amont 04 2002-10-02 0.0006238303 69.4
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 148.0
## 77 Dempsey 12 2002-10-02 0.0058422590 145.0
## 78 Branche sud aval 03 2002-10-02 0.0002668379 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 108.0
## 80 Pollard 10 2002-10-02 0.0007342144 176.0
## 81 br. sud amont 01 2002-10-02 0.0000000000 194.0
## 82 Morrison 06 2002-10-02 0.0000000000 128.0
## 83 Malt 11 2002-10-02 0.0016103060 106.0
## 84 Suggary 02 2002-10-02 0.0020661157 114.0
## 85 Pok amont 04 2002-10-31 0.0006238303 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 122.0
## 87 Branche sud aval 03 2002-10-31 0.0002668379 126.0
## 88 Sewell 08 2002-10-31 0.0060810811 120.0
## 89 Suggary 02 2002-10-31 0.0020661157 118.0
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 129.0
## 91 Dempsey 12 2002-10-31 0.0058422590 141.0
## 92 Morrison 06 2002-10-31 0.0000000000 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 103.0
## 94 Pollard 10 2002-10-31 0.0007342144 176.0
## 95 br. sud amont 01 2002-10-31 0.0000000000 175.5
## 96 Malt 11 2002-10-31 0.0016103060 107.0subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctIND_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.0026028110
## 98 Dempsey 12 2021-07-28 0.0005249344
## 99 Branche sud aval 03 2021-07-28 0.0048309179
## 100 Sewell 08 2021-07-28 0.0030991736
## 101 Waugh sanct. 07 2021-07-28 0.0011583012
## 102 br. sud amont 01 2021-07-28 0.0073028238
## 103 Morrison 06 2021-07-28 0.0009784736
## 104 Malt 11 2021-07-28 0.0050675676
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910
## 106 Pollard 10 2021-07-28 0.0047169811
## 107 Pok amont 04 2021-07-28 0.0366726297
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583
## 109 Malt 11 2021-08-31 0.0047169811
## 110 Suggary 02 2021-08-31 0.0080763583
## 111 Waugh sanct. 07 2021-08-31 0.0026028110
## 112 Dempsey 12 2021-08-31 0.0005249344
## 113 Branche sud aval 03 2021-08-31 0.0048309179
## 114 Sewell 08 2021-08-31 0.0030991736
## 115 Pollard 10 2021-08-31 0.0011583012
## 116 br. sud amont 01 2021-08-31 0.0073028238
## 117 Morrison 06 2021-08-31 0.0009784736
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910
## 120 Pok amont 04 2021-08-31 0.0366726297
## 121 Suggary 02 2021-10-05 0.0018714910
## 122 Morrison 06 2021-10-05 0.0047169811
## 123 Malt 11 2021-10-05 0.0366726297
## 124 Sewell 08 2021-10-05 0.0080763583
## 125 Waugh sanct. 07 2021-10-05 0.0026028110
## 126 Dempsey 12 2021-10-05 0.0005249344
## 127 Branche sud aval 03 2021-10-05 0.0048309179
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736
## 129 Pollard 10 2021-10-05 0.0011583012
## 130 br. sud amont 01 2021-10-05 0.0073028238
## 131 Pok amont 04 2021-10-05 0.0009784736
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676
## 133 Malt 11 2021-10-28 0.0050675676
## 134 Suggary 02 2021-10-28 0.0018714910
## 135 br. sud amont 01 2021-10-28 0.0047169811
## 136 Morrison 06 2021-10-28 0.0005249344
## 137 Branche sud aval 03 2021-10-28 0.0366726297
## 138 Sewell 08 2021-10-28 0.0080763583
## 139 Waugh sanct. 07 2021-10-28 0.0026028110
## 140 Dempsey 12 2021-10-28 0.0073028238
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736
## 143 Pollard 10 2021-10-28 0.0011583012
## 144 Pok amont 04 2021-10-28 0.0009784736
## 145 Pollard 10 2022-07-28 0.0047169811
## 146 Morrison 06 2022-07-28 0.0009784736
## 147 Malt 11 2022-07-28 0.0050675676
## 148 Suggary 02 2022-07-28 0.0018714910
## 149 br. sud amont 01 2022-07-28 0.0026028110
## 150 Dempsey 12 2022-07-28 0.0005249344
## 151 Branche sud aval 03 2022-07-28 0.0366726297
## 152 Sewell 08 2022-07-28 0.0080763583
## 153 Waugh sanct. 07 2022-07-28 0.0011583012
## 154 Pok amont 04 2022-07-28 0.0073028238
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910
## 158 Pollard 10 2022-09-01 0.0047169811
## 159 br. sud amont 01 2022-09-01 0.0073028238
## 160 Morrison 06 2022-09-01 0.0009784736
## 161 Malt 11 2022-09-01 0.0050675676
## 162 Suggary 02 2022-09-01 0.0080763583
## 163 Waugh sanct. 07 2022-09-01 0.0026028110
## 164 Dempsey 12 2022-09-01 0.0005249344
## 165 Branche sud aval 03 2022-09-01 0.0366726297
## 166 Sewell 08 2022-09-01 0.0030991736
## 167 Pok amont 04 2022-09-01 0.0011583012
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179
## 169 Sewell 08 2022-10-03 0.0047169811
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910
## 172 Pollard 10 2022-10-03 0.0011583012
## 173 br. sud amont 01 2022-10-03 0.0073028238
## 174 Morrison 06 2022-10-03 0.0009784736
## 175 Malt 11 2022-10-03 0.0366726297
## 176 Suggary 02 2022-10-03 0.0080763583
## 177 Waugh sanct. 07 2022-10-03 0.0026028110
## 178 Dempsey 12 2022-10-03 0.0005249344
## 179 Branche sud aval 03 2022-10-03 0.0048309179
## 180 Pok amont 04 2022-10-03 0.0030991736
## 181 Branche sud aval 03 2022-11-01 0.0018714910
## 182 Sewell 08 2022-11-01 0.0047169811
## 183 Pok amont 04 2022-11-01 0.0009784736
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736
## 186 Pollard 10 2022-11-01 0.0011583012
## 187 br. sud amont 01 2022-11-01 0.0073028238
## 188 Morrison 06 2022-11-01 0.0005249344
## 189 Malt 11 2022-11-01 0.0366726297
## 190 Suggary 02 2022-11-01 0.0080763583
## 191 Waugh sanct. 07 2022-11-01 0.0026028110
## 192 Dempsey 12 2022-11-01 0.0048309179
## Conductivity_microS_cm
## 97 109
## 98 139
## 99 119
## 100 131
## 101 128
## 102 177
## 103 122
## 104 90
## 105 115
## 106 166
## 107 60
## 108 109
## 109 96
## 110 116
## 111 138
## 112 152
## 113 125
## 114 161
## 115 196
## 116 199
## 117 129
## 118 118
## 119 114
## 120 70
## 121 98
## 122 114
## 123 74
## 124 72
## 125 70
## 126 96
## 127 86
## 128 90
## 129 128
## 130 91
## 131 52
## 132 95
## 133 80
## 134 100
## 135 114
## 136 118
## 137 97
## 138 81
## 139 88
## 140 113
## 141 102
## 142 97
## 143 139
## 144 54
## 145 163
## 146 119
## 147 88
## 148 107
## 149 161
## 150 134
## 151 113
## 152 113
## 153 126
## 154 59
## 155 108
## 156 113
## 157 107
## 158 178
## 159 180
## 160 117
## 161 88
## 162 104
## 163 114
## 164 137
## 165 117
## 166 116
## 167 63
## 168 108
## 169 114
## 170 113
## 171 94
## 172 179
## 173 182
## 174 120
## 175 95
## 176 107
## 177 114
## 178 143
## 179 118
## 180 64
## 181 112
## 182 92
## 183 69
## 184 112
## 185 92
## 186 177
## 187 144
## 188 125
## 189 91
## 190 108
## 191 92
## 192 136ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_industriel_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,pH_units))## Station2 Date pctIND_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.0000000000 8.200
## 2 Morrison 06 2001-08-01 0.0000000000 7.950
## 3 Malt 11 2001-08-01 0.0016103060 7.860
## 4 Suggary 02 2001-08-01 0.0020661157 8.020
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 7.970
## 6 Dempsey 12 2001-08-01 0.0058422590 7.960
## 7 Branche sud aval 03 2001-08-01 0.0002668379 8.030
## 8 Sewell 08 2001-08-01 0.0060810811 8.020
## 9 Pok amont 04 2001-08-01 0.0006238303 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 7.860
## 12 Pollard 10 2001-08-01 0.0007342144 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 7.910
## 14 Pollard 10 2001-08-28 0.0007342144 7.860
## 15 br. sud amont 01 2001-08-28 0.0000000000 7.980
## 16 Morrison 06 2001-08-28 0.0000000000 7.940
## 17 Malt 11 2001-08-28 0.0016103060 7.460
## 18 Suggary 02 2001-08-28 0.0020661157 7.880
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 7.890
## 20 Dempsey 12 2001-08-28 0.0058422590 7.760
## 21 Branche sud aval 03 2001-08-28 0.0002668379 7.890
## 22 Sewell 08 2001-08-28 0.0060810811 7.900
## 23 Pok amont 04 2001-08-28 0.0006238303 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 7.770
## 25 Pok amont 04 2001-09-26 0.0006238303 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 7.870
## 28 Pollard 10 2001-09-26 0.0007342144 7.850
## 29 br. sud amont 01 2001-09-26 0.0000000000 8.050
## 30 Morrison 06 2001-09-26 0.0000000000 8.020
## 31 Malt 11 2001-09-26 0.0016103060 7.710
## 32 Suggary 02 2001-09-26 0.0020661157 8.080
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 8.020
## 34 Dempsey 12 2001-09-26 0.0058422590 7.950
## 35 Branche sud aval 03 2001-09-26 0.0002668379 8.040
## 36 Sewell 08 2001-09-26 0.0060810811 8.060
## 37 Sewell 08 2001-10-31 0.0060810811 7.740
## 38 Pok amont 04 2001-10-31 0.0006238303 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 7.950
## 40 Morrison 06 2001-10-31 0.0000000000 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 7.500
## 42 Pollard 10 2001-10-31 0.0007342144 7.870
## 43 br. sud amont 01 2001-10-31 0.0000000000 7.960
## 44 Dempsey 12 2001-10-31 0.0058422590 7.820
## 45 Malt 11 2001-10-31 0.0016103060 7.530
## 46 Suggary 02 2001-10-31 0.0020661157 7.650
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 7.410
## 48 Branche sud aval 03 2001-10-31 0.0002668379 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 7.840
## 50 Branche sud aval 03 2002-07-29 0.0002668379 7.870
## 51 Sewell 08 2002-07-29 0.0060810811 7.840
## 52 Pok amont 04 2002-07-29 0.0006238303 7.180
## 53 br. sud amont 01 2002-07-29 0.0000000000 7.840
## 54 Morrison 06 2002-07-29 0.0000000000 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 7.580
## 56 Pollard 10 2002-07-29 0.0007342144 7.730
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 7.700
## 58 Dempsey 12 2002-07-29 0.0058422590 7.755
## 59 Malt 11 2002-07-29 0.0016103060 7.420
## 60 Suggary 02 2002-07-29 0.0020661157 7.740
## 61 Pok amont 04 2002-08-28 0.0006238303 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 7.800
## 63 Dempsey 12 2002-08-28 0.0058422590 7.690
## 64 Branche sud aval 03 2002-08-28 0.0002668379 7.850
## 65 Sewell 08 2002-08-28 0.0060810811 7.920
## 66 Pollard 10 2002-08-28 0.0007342144 7.730
## 67 br. sud amont 01 2002-08-28 0.0000000000 8.070
## 68 Morrison 06 2002-08-28 0.0000000000 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 7.790
## 70 Suggary 02 2002-08-28 0.0020661157 7.815
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 7.750
## 72 Malt 11 2002-08-28 0.0016103060 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 7.830
## 74 Sewell 08 2002-10-02 0.0060810811 7.820
## 75 Pok amont 04 2002-10-02 0.0006238303 7.270
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 7.760
## 77 Dempsey 12 2002-10-02 0.0058422590 7.640
## 78 Branche sud aval 03 2002-10-02 0.0002668379 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 7.650
## 80 Pollard 10 2002-10-02 0.0007342144 7.720
## 81 br. sud amont 01 2002-10-02 0.0000000000 7.970
## 82 Morrison 06 2002-10-02 0.0000000000 7.890
## 83 Malt 11 2002-10-02 0.0016103060 7.380
## 84 Suggary 02 2002-10-02 0.0020661157 7.830
## 85 Pok amont 04 2002-10-31 0.0006238303 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 7.820
## 87 Branche sud aval 03 2002-10-31 0.0002668379 NaN
## 88 Sewell 08 2002-10-31 0.0060810811 7.550
## 89 Suggary 02 2002-10-31 0.0020661157 7.770
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 7.580
## 91 Dempsey 12 2002-10-31 0.0058422590 7.690
## 92 Morrison 06 2002-10-31 0.0000000000 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 7.440
## 94 Pollard 10 2002-10-31 0.0007342144 7.780
## 95 br. sud amont 01 2002-10-31 0.0000000000 7.865
## 96 Malt 11 2002-10-31 0.0016103060 7.560subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,pH_units))## Station2 Date pctIND_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.0026028110 7.5
## 98 Dempsey 12 2021-07-28 0.0005249344 7.6
## 99 Branche sud aval 03 2021-07-28 0.0048309179 7.6
## 100 Sewell 08 2021-07-28 0.0030991736 7.7
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 7.6
## 102 br. sud amont 01 2021-07-28 0.0073028238 7.6
## 103 Morrison 06 2021-07-28 0.0009784736 7.4
## 104 Malt 11 2021-07-28 0.0050675676 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 7.6
## 106 Pollard 10 2021-07-28 0.0047169811 7.6
## 107 Pok amont 04 2021-07-28 0.0366726297 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 7.6
## 109 Malt 11 2021-08-31 0.0047169811 7.3
## 110 Suggary 02 2021-08-31 0.0080763583 7.6
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 7.8
## 112 Dempsey 12 2021-08-31 0.0005249344 7.6
## 113 Branche sud aval 03 2021-08-31 0.0048309179 7.8
## 114 Sewell 08 2021-08-31 0.0030991736 7.8
## 115 Pollard 10 2021-08-31 0.0011583012 7.8
## 116 br. sud amont 01 2021-08-31 0.0073028238 7.5
## 117 Morrison 06 2021-08-31 0.0009784736 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 7.7
## 120 Pok amont 04 2021-08-31 0.0366726297 7.1
## 121 Suggary 02 2021-10-05 0.0018714910 7.6
## 122 Morrison 06 2021-10-05 0.0047169811 7.1
## 123 Malt 11 2021-10-05 0.0366726297 7.1
## 124 Sewell 08 2021-10-05 0.0080763583 7.5
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 7.2
## 126 Dempsey 12 2021-10-05 0.0005249344 7.3
## 127 Branche sud aval 03 2021-10-05 0.0048309179 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 7.4
## 129 Pollard 10 2021-10-05 0.0011583012 7.5
## 130 br. sud amont 01 2021-10-05 0.0073028238 7.2
## 131 Pok amont 04 2021-10-05 0.0009784736 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 7.2
## 133 Malt 11 2021-10-28 0.0050675676 7.0
## 134 Suggary 02 2021-10-28 0.0018714910 7.6
## 135 br. sud amont 01 2021-10-28 0.0047169811 7.5
## 136 Morrison 06 2021-10-28 0.0005249344 7.6
## 137 Branche sud aval 03 2021-10-28 0.0366726297 7.6
## 138 Sewell 08 2021-10-28 0.0080763583 7.5
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 7.5
## 140 Dempsey 12 2021-10-28 0.0073028238 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 7.5
## 143 Pollard 10 2021-10-28 0.0011583012 7.7
## 144 Pok amont 04 2021-10-28 0.0009784736 7.5
## 145 Pollard 10 2022-07-28 0.0047169811 7.7
## 146 Morrison 06 2022-07-28 0.0009784736 7.8
## 147 Malt 11 2022-07-28 0.0050675676 7.6
## 148 Suggary 02 2022-07-28 0.0018714910 7.7
## 149 br. sud amont 01 2022-07-28 0.0026028110 7.9
## 150 Dempsey 12 2022-07-28 0.0005249344 7.8
## 151 Branche sud aval 03 2022-07-28 0.0366726297 7.8
## 152 Sewell 08 2022-07-28 0.0080763583 7.7
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 7.8
## 154 Pok amont 04 2022-07-28 0.0073028238 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 7.8
## 158 Pollard 10 2022-09-01 0.0047169811 7.8
## 159 br. sud amont 01 2022-09-01 0.0073028238 8.0
## 160 Morrison 06 2022-09-01 0.0009784736 8.0
## 161 Malt 11 2022-09-01 0.0050675676 7.7
## 162 Suggary 02 2022-09-01 0.0080763583 7.8
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 7.9
## 164 Dempsey 12 2022-09-01 0.0005249344 7.9
## 165 Branche sud aval 03 2022-09-01 0.0366726297 7.9
## 166 Sewell 08 2022-09-01 0.0030991736 7.9
## 167 Pok amont 04 2022-09-01 0.0011583012 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 7.8
## 169 Sewell 08 2022-10-03 0.0047169811 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 7.5
## 172 Pollard 10 2022-10-03 0.0011583012 7.8
## 173 br. sud amont 01 2022-10-03 0.0073028238 7.9
## 174 Morrison 06 2022-10-03 0.0009784736 7.9
## 175 Malt 11 2022-10-03 0.0366726297 7.5
## 176 Suggary 02 2022-10-03 0.0080763583 7.7
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 7.6
## 178 Dempsey 12 2022-10-03 0.0005249344 7.7
## 179 Branche sud aval 03 2022-10-03 0.0048309179 7.8
## 180 Pok amont 04 2022-10-03 0.0030991736 7.1
## 181 Branche sud aval 03 2022-11-01 0.0018714910 7.6
## 182 Sewell 08 2022-11-01 0.0047169811 7.5
## 183 Pok amont 04 2022-11-01 0.0009784736 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 7.3
## 186 Pollard 10 2022-11-01 0.0011583012 7.6
## 187 br. sud amont 01 2022-11-01 0.0073028238 7.5
## 188 Morrison 06 2022-11-01 0.0005249344 7.8
## 189 Malt 11 2022-11-01 0.0366726297 7.0
## 190 Suggary 02 2022-11-01 0.0080763583 7.5
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 7.2
## 192 Dempsey 12 2022-11-01 0.0048309179 7.4ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le potentiel d'hydrogène et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Zone_industriel_vs_turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Turbidity_NTU))## Station2 Date pctIND_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.0000000000 6.400
## 2 Morrison 06 2001-08-01 0.0000000000 0.600
## 3 Malt 11 2001-08-01 0.0016103060 1.600
## 4 Suggary 02 2001-08-01 0.0020661157 0.700
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 1.200
## 6 Dempsey 12 2001-08-01 0.0058422590 1.300
## 7 Branche sud aval 03 2001-08-01 0.0002668379 0.500
## 8 Sewell 08 2001-08-01 0.0060810811 1.500
## 9 Pok amont 04 2001-08-01 0.0006238303 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 0.100
## 12 Pollard 10 2001-08-01 0.0007342144 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 1.200
## 14 Pollard 10 2001-08-28 0.0007342144 0.800
## 15 br. sud amont 01 2001-08-28 0.0000000000 6.100
## 16 Morrison 06 2001-08-28 0.0000000000 0.700
## 17 Malt 11 2001-08-28 0.0016103060 0.500
## 18 Suggary 02 2001-08-28 0.0020661157 3.500
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 1.000
## 20 Dempsey 12 2001-08-28 0.0058422590 1.700
## 21 Branche sud aval 03 2001-08-28 0.0002668379 0.900
## 22 Sewell 08 2001-08-28 0.0060810811 6.500
## 23 Pok amont 04 2001-08-28 0.0006238303 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 1.000
## 25 Pok amont 04 2001-09-26 0.0006238303 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 1.200
## 28 Pollard 10 2001-09-26 0.0007342144 1.150
## 29 br. sud amont 01 2001-09-26 0.0000000000 44.800
## 30 Morrison 06 2001-09-26 0.0000000000 0.900
## 31 Malt 11 2001-09-26 0.0016103060 7.800
## 32 Suggary 02 2001-09-26 0.0020661157 1.700
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 1.200
## 34 Dempsey 12 2001-09-26 0.0058422590 1.500
## 35 Branche sud aval 03 2001-09-26 0.0002668379 2.400
## 36 Sewell 08 2001-09-26 0.0060810811 3.000
## 37 Sewell 08 2001-10-31 0.0060810811 5.500
## 38 Pok amont 04 2001-10-31 0.0006238303 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 1.000
## 40 Morrison 06 2001-10-31 0.0000000000 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 1.400
## 42 Pollard 10 2001-10-31 0.0007342144 0.600
## 43 br. sud amont 01 2001-10-31 0.0000000000 1.100
## 44 Dempsey 12 2001-10-31 0.0058422590 1.700
## 45 Malt 11 2001-10-31 0.0016103060 0.800
## 46 Suggary 02 2001-10-31 0.0020661157 2.050
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 1.200
## 48 Branche sud aval 03 2001-10-31 0.0002668379 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 0.780
## 50 Branche sud aval 03 2002-07-29 0.0002668379 1.170
## 51 Sewell 08 2002-07-29 0.0060810811 4.960
## 52 Pok amont 04 2002-07-29 0.0006238303 0.190
## 53 br. sud amont 01 2002-07-29 0.0000000000 0.900
## 54 Morrison 06 2002-07-29 0.0000000000 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 1.520
## 56 Pollard 10 2002-07-29 0.0007342144 1.630
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 1.110
## 58 Dempsey 12 2002-07-29 0.0058422590 1.970
## 59 Malt 11 2002-07-29 0.0016103060 0.400
## 60 Suggary 02 2002-07-29 0.0020661157 0.430
## 61 Pok amont 04 2002-08-28 0.0006238303 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 1.320
## 63 Dempsey 12 2002-08-28 0.0058422590 4.440
## 64 Branche sud aval 03 2002-08-28 0.0002668379 1.150
## 65 Sewell 08 2002-08-28 0.0060810811 2.960
## 66 Pollard 10 2002-08-28 0.0007342144 0.950
## 67 br. sud amont 01 2002-08-28 0.0000000000 0.570
## 68 Morrison 06 2002-08-28 0.0000000000 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 1.340
## 70 Suggary 02 2002-08-28 0.0020661157 0.820
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 1.510
## 72 Malt 11 2002-08-28 0.0016103060 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 0.940
## 74 Sewell 08 2002-10-02 0.0060810811 5.255
## 75 Pok amont 04 2002-10-02 0.0006238303 0.280
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 1.280
## 77 Dempsey 12 2002-10-02 0.0058422590 3.770
## 78 Branche sud aval 03 2002-10-02 0.0002668379 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 2.110
## 80 Pollard 10 2002-10-02 0.0007342144 0.690
## 81 br. sud amont 01 2002-10-02 0.0000000000 0.740
## 82 Morrison 06 2002-10-02 0.0000000000 0.770
## 83 Malt 11 2002-10-02 0.0016103060 0.600
## 84 Suggary 02 2002-10-02 0.0020661157 0.480
## 85 Pok amont 04 2002-10-31 0.0006238303 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 0.870
## 87 Branche sud aval 03 2002-10-31 0.0002668379 NaN
## 88 Sewell 08 2002-10-31 0.0060810811 8.740
## 89 Suggary 02 2002-10-31 0.0020661157 0.410
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 1.440
## 91 Dempsey 12 2002-10-31 0.0058422590 2.880
## 92 Morrison 06 2002-10-31 0.0000000000 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 1.500
## 94 Pollard 10 2002-10-31 0.0007342144 1.060
## 95 br. sud amont 01 2002-10-31 0.0000000000 1.220
## 96 Malt 11 2002-10-31 0.0016103060 0.900subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Turbidity_NTU))## Station2 Date pctIND_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.0026028110 1.2
## 98 Dempsey 12 2021-07-28 0.0005249344 1.6
## 99 Branche sud aval 03 2021-07-28 0.0048309179 1.8
## 100 Sewell 08 2021-07-28 0.0030991736 3.5
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 1.1
## 102 br. sud amont 01 2021-07-28 0.0073028238 2.3
## 103 Morrison 06 2021-07-28 0.0009784736 1.4
## 104 Malt 11 2021-07-28 0.0050675676 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 1.9
## 106 Pollard 10 2021-07-28 0.0047169811 1.2
## 107 Pok amont 04 2021-07-28 0.0366726297 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 1.7
## 109 Malt 11 2021-08-31 0.0047169811 0.5
## 110 Suggary 02 2021-08-31 0.0080763583 0.7
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 1.1
## 112 Dempsey 12 2021-08-31 0.0005249344 1.7
## 113 Branche sud aval 03 2021-08-31 0.0048309179 1.7
## 114 Sewell 08 2021-08-31 0.0030991736 3.0
## 115 Pollard 10 2021-08-31 0.0011583012 1.7
## 116 br. sud amont 01 2021-08-31 0.0073028238 5.6
## 117 Morrison 06 2021-08-31 0.0009784736 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 3.2
## 120 Pok amont 04 2021-08-31 0.0366726297 1.5
## 121 Suggary 02 2021-10-05 0.0018714910 0.7
## 122 Morrison 06 2021-10-05 0.0047169811 1.4
## 123 Malt 11 2021-10-05 0.0366726297 0.9
## 124 Sewell 08 2021-10-05 0.0080763583 4.2
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 1.2
## 126 Dempsey 12 2021-10-05 0.0005249344 1.8
## 127 Branche sud aval 03 2021-10-05 0.0048309179 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 1.8
## 129 Pollard 10 2021-10-05 0.0011583012 1.8
## 130 br. sud amont 01 2021-10-05 0.0073028238 3.7
## 131 Pok amont 04 2021-10-05 0.0009784736 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 1.4
## 133 Malt 11 2021-10-28 0.0050675676 0.5
## 134 Suggary 02 2021-10-28 0.0018714910 0.2
## 135 br. sud amont 01 2021-10-28 0.0047169811 1.9
## 136 Morrison 06 2021-10-28 0.0005249344 0.6
## 137 Branche sud aval 03 2021-10-28 0.0366726297 1.3
## 138 Sewell 08 2021-10-28 0.0080763583 2.8
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 1.0
## 140 Dempsey 12 2021-10-28 0.0073028238 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 1.4
## 143 Pollard 10 2021-10-28 0.0011583012 0.8
## 144 Pok amont 04 2021-10-28 0.0009784736 0.6
## 145 Pollard 10 2022-07-28 0.0047169811 0.4
## 146 Morrison 06 2022-07-28 0.0009784736 0.7
## 147 Malt 11 2022-07-28 0.0050675676 0.4
## 148 Suggary 02 2022-07-28 0.0018714910 0.5
## 149 br. sud amont 01 2022-07-28 0.0026028110 2.7
## 150 Dempsey 12 2022-07-28 0.0005249344 1.2
## 151 Branche sud aval 03 2022-07-28 0.0366726297 2.1
## 152 Sewell 08 2022-07-28 0.0080763583 1.8
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 1.0
## 154 Pok amont 04 2022-07-28 0.0073028238 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 1.9
## 158 Pollard 10 2022-09-01 0.0047169811 1.3
## 159 br. sud amont 01 2022-09-01 0.0073028238 3.0
## 160 Morrison 06 2022-09-01 0.0009784736 2.4
## 161 Malt 11 2022-09-01 0.0050675676 0.5
## 162 Suggary 02 2022-09-01 0.0080763583 0.7
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 1.8
## 164 Dempsey 12 2022-09-01 0.0005249344 2.2
## 165 Branche sud aval 03 2022-09-01 0.0366726297 1.9
## 166 Sewell 08 2022-09-01 0.0030991736 2.6
## 167 Pok amont 04 2022-09-01 0.0011583012 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 1.4
## 169 Sewell 08 2022-10-03 0.0047169811 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 1.9
## 172 Pollard 10 2022-10-03 0.0011583012 0.4
## 173 br. sud amont 01 2022-10-03 0.0073028238 2.8
## 174 Morrison 06 2022-10-03 0.0009784736 1.0
## 175 Malt 11 2022-10-03 0.0366726297 0.4
## 176 Suggary 02 2022-10-03 0.0080763583 0.3
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 1.3
## 178 Dempsey 12 2022-10-03 0.0005249344 1.3
## 179 Branche sud aval 03 2022-10-03 0.0048309179 1.6
## 180 Pok amont 04 2022-10-03 0.0030991736 1.5
## 181 Branche sud aval 03 2022-11-01 0.0018714910 2.6
## 182 Sewell 08 2022-11-01 0.0047169811 5.4
## 183 Pok amont 04 2022-11-01 0.0009784736 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 2.0
## 186 Pollard 10 2022-11-01 0.0011583012 0.7
## 187 br. sud amont 01 2022-11-01 0.0073028238 4.8
## 188 Morrison 06 2022-11-01 0.0005249344 2.8
## 189 Malt 11 2022-11-01 0.0366726297 1.5
## 190 Suggary 02 2022-11-01 0.0080763583 0.7
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 1.6
## 192 Dempsey 12 2022-11-01 0.0048309179 4.2ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Zone_industriel_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Colour_TCU))## Station2 Date pctIND_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.0000000000 5.0
## 2 Morrison 06 2001-08-01 0.0000000000 10.0
## 3 Malt 11 2001-08-01 0.0016103060 10.0
## 4 Suggary 02 2001-08-01 0.0020661157 5.0
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 20.0
## 6 Dempsey 12 2001-08-01 0.0058422590 15.0
## 7 Branche sud aval 03 2001-08-01 0.0002668379 5.0
## 8 Sewell 08 2001-08-01 0.0060810811 5.0
## 9 Pok amont 04 2001-08-01 0.0006238303 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 5.0
## 12 Pollard 10 2001-08-01 0.0007342144 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 5.0
## 14 Pollard 10 2001-08-28 0.0007342144 5.0
## 15 br. sud amont 01 2001-08-28 0.0000000000 5.0
## 16 Morrison 06 2001-08-28 0.0000000000 5.0
## 17 Malt 11 2001-08-28 0.0016103060 5.0
## 18 Suggary 02 2001-08-28 0.0020661157 10.0
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 10.0
## 20 Dempsey 12 2001-08-28 0.0058422590 15.0
## 21 Branche sud aval 03 2001-08-28 0.0002668379 5.0
## 22 Sewell 08 2001-08-28 0.0060810811 30.0
## 23 Pok amont 04 2001-08-28 0.0006238303 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 5.0
## 25 Pok amont 04 2001-09-26 0.0006238303 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 15.0
## 28 Pollard 10 2001-09-26 0.0007342144 20.0
## 29 br. sud amont 01 2001-09-26 0.0000000000 200.0
## 30 Morrison 06 2001-09-26 0.0000000000 5.0
## 31 Malt 11 2001-09-26 0.0016103060 20.0
## 32 Suggary 02 2001-09-26 0.0020661157 5.0
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 10.0
## 34 Dempsey 12 2001-09-26 0.0058422590 20.0
## 35 Branche sud aval 03 2001-09-26 0.0002668379 10.0
## 36 Sewell 08 2001-09-26 0.0060810811 30.0
## 37 Sewell 08 2001-10-31 0.0060810811 80.0
## 38 Pok amont 04 2001-10-31 0.0006238303 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 20.0
## 40 Morrison 06 2001-10-31 0.0000000000 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 120.0
## 42 Pollard 10 2001-10-31 0.0007342144 10.0
## 43 br. sud amont 01 2001-10-31 0.0000000000 30.0
## 44 Dempsey 12 2001-10-31 0.0058422590 30.0
## 45 Malt 11 2001-10-31 0.0016103060 10.0
## 46 Suggary 02 2001-10-31 0.0020661157 30.0
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 100.0
## 48 Branche sud aval 03 2001-10-31 0.0002668379 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 10.0
## 50 Branche sud aval 03 2002-07-29 0.0002668379 15.0
## 51 Sewell 08 2002-07-29 0.0060810811 40.0
## 52 Pok amont 04 2002-07-29 0.0006238303 5.0
## 53 br. sud amont 01 2002-07-29 0.0000000000 15.0
## 54 Morrison 06 2002-07-29 0.0000000000 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 80.0
## 56 Pollard 10 2002-07-29 0.0007342144 10.0
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 40.0
## 58 Dempsey 12 2002-07-29 0.0058422590 20.0
## 59 Malt 11 2002-07-29 0.0016103060 5.0
## 60 Suggary 02 2002-07-29 0.0020661157 5.0
## 61 Pok amont 04 2002-08-28 0.0006238303 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 20.0
## 63 Dempsey 12 2002-08-28 0.0058422590 40.0
## 64 Branche sud aval 03 2002-08-28 0.0002668379 15.0
## 65 Sewell 08 2002-08-28 0.0060810811 40.0
## 66 Pollard 10 2002-08-28 0.0007342144 10.0
## 67 br. sud amont 01 2002-08-28 0.0000000000 10.0
## 68 Morrison 06 2002-08-28 0.0000000000 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 20.0
## 70 Suggary 02 2002-08-28 0.0020661157 7.5
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 30.0
## 72 Malt 11 2002-08-28 0.0016103060 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 5.0
## 74 Sewell 08 2002-10-02 0.0060810811 60.0
## 75 Pok amont 04 2002-10-02 0.0006238303 5.0
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 20.0
## 77 Dempsey 12 2002-10-02 0.0058422590 20.0
## 78 Branche sud aval 03 2002-10-02 0.0002668379 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 60.0
## 80 Pollard 10 2002-10-02 0.0007342144 10.0
## 81 br. sud amont 01 2002-10-02 0.0000000000 10.0
## 82 Morrison 06 2002-10-02 0.0000000000 10.0
## 83 Malt 11 2002-10-02 0.0016103060 5.0
## 84 Suggary 02 2002-10-02 0.0020661157 5.0
## 85 Pok amont 04 2002-10-31 0.0006238303 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 20.0
## 87 Branche sud aval 03 2002-10-31 0.0002668379 NaN
## 88 Sewell 08 2002-10-31 0.0060810811 60.0
## 89 Suggary 02 2002-10-31 0.0020661157 5.0
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 60.0
## 91 Dempsey 12 2002-10-31 0.0058422590 30.0
## 92 Morrison 06 2002-10-31 0.0000000000 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 75.0
## 94 Pollard 10 2002-10-31 0.0007342144 5.0
## 95 br. sud amont 01 2002-10-31 0.0000000000 30.0
## 96 Malt 11 2002-10-31 0.0016103060 15.0subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Colour_TCU))## Station2 Date pctIND_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.0026028110 8
## 98 Dempsey 12 2021-07-28 0.0005249344 22
## 99 Branche sud aval 03 2021-07-28 0.0048309179 19
## 100 Sewell 08 2021-07-28 0.0030991736 34
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 27
## 102 br. sud amont 01 2021-07-28 0.0073028238 15
## 103 Morrison 06 2021-07-28 0.0009784736 14
## 104 Malt 11 2021-07-28 0.0050675676 7
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 29
## 106 Pollard 10 2021-07-28 0.0047169811 8
## 107 Pok amont 04 2021-07-28 0.0366726297 11
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 9
## 109 Malt 11 2021-08-31 0.0047169811 5
## 110 Suggary 02 2021-08-31 0.0080763583 5
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 14
## 112 Dempsey 12 2021-08-31 0.0005249344 14
## 113 Branche sud aval 03 2021-08-31 0.0048309179 20
## 114 Sewell 08 2021-08-31 0.0030991736 24
## 115 Pollard 10 2021-08-31 0.0011583012 8
## 116 br. sud amont 01 2021-08-31 0.0073028238 12
## 117 Morrison 06 2021-08-31 0.0009784736 18
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 8
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 37
## 120 Pok amont 04 2021-08-31 0.0366726297 10
## 121 Suggary 02 2021-10-05 0.0018714910 8
## 122 Morrison 06 2021-10-05 0.0047169811 22
## 123 Malt 11 2021-10-05 0.0366726297 66
## 124 Sewell 08 2021-10-05 0.0080763583 47
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 190
## 126 Dempsey 12 2021-10-05 0.0005249344 55
## 127 Branche sud aval 03 2021-10-05 0.0048309179 38
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 141
## 129 Pollard 10 2021-10-05 0.0011583012 19
## 130 br. sud amont 01 2021-10-05 0.0073028238 44
## 131 Pok amont 04 2021-10-05 0.0009784736 21
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 33
## 133 Malt 11 2021-10-28 0.0050675676 47
## 134 Suggary 02 2021-10-28 0.0018714910 5
## 135 br. sud amont 01 2021-10-28 0.0047169811 32
## 136 Morrison 06 2021-10-28 0.0005249344 13
## 137 Branche sud aval 03 2021-10-28 0.0366726297 22
## 138 Sewell 08 2021-10-28 0.0080763583 43
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 130
## 140 Dempsey 12 2021-10-28 0.0073028238 33
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 15
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 107
## 143 Pollard 10 2021-10-28 0.0011583012 12
## 144 Pok amont 04 2021-10-28 0.0009784736 13
## 145 Pollard 10 2022-07-28 0.0047169811 5
## 146 Morrison 06 2022-07-28 0.0009784736 7
## 147 Malt 11 2022-07-28 0.0050675676 6
## 148 Suggary 02 2022-07-28 0.0018714910 5
## 149 br. sud amont 01 2022-07-28 0.0026028110 26
## 150 Dempsey 12 2022-07-28 0.0005249344 16
## 151 Branche sud aval 03 2022-07-28 0.0366726297 18
## 152 Sewell 08 2022-07-28 0.0080763583 33
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 27
## 154 Pok amont 04 2022-07-28 0.0073028238 7
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 5
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 15
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 48
## 158 Pollard 10 2022-09-01 0.0047169811 23
## 159 br. sud amont 01 2022-09-01 0.0073028238 23
## 160 Morrison 06 2022-09-01 0.0009784736 15
## 161 Malt 11 2022-09-01 0.0050675676 10
## 162 Suggary 02 2022-09-01 0.0080763583 8
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 61
## 164 Dempsey 12 2022-09-01 0.0005249344 21
## 165 Branche sud aval 03 2022-09-01 0.0366726297 21
## 166 Sewell 08 2022-09-01 0.0030991736 43
## 167 Pok amont 04 2022-09-01 0.0011583012 14
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 41
## 169 Sewell 08 2022-10-03 0.0047169811 71
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 8
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 130
## 172 Pollard 10 2022-10-03 0.0011583012 10
## 173 br. sud amont 01 2022-10-03 0.0073028238 20
## 174 Morrison 06 2022-10-03 0.0009784736 10
## 175 Malt 11 2022-10-03 0.0366726297 5
## 176 Suggary 02 2022-10-03 0.0080763583 5
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 53
## 178 Dempsey 12 2022-10-03 0.0005249344 16
## 179 Branche sud aval 03 2022-10-03 0.0048309179 17
## 180 Pok amont 04 2022-10-03 0.0030991736 12
## 181 Branche sud aval 03 2022-11-01 0.0018714910 25
## 182 Sewell 08 2022-11-01 0.0047169811 60
## 183 Pok amont 04 2022-11-01 0.0009784736 11
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 21
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 148
## 186 Pollard 10 2022-11-01 0.0011583012 11
## 187 br. sud amont 01 2022-11-01 0.0073028238 42
## 188 Morrison 06 2022-11-01 0.0005249344 13
## 189 Malt 11 2022-11-01 0.0366726297 22
## 190 Suggary 02 2022-11-01 0.0080763583 9
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 143
## 192 Dempsey 12 2022-11-01 0.0048309179 28ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Zone_industriel_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctIND_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.0000000000
## 2 Morrison 06 2001-08-01 0.0000000000
## 3 Malt 11 2001-08-01 0.0016103060
## 4 Suggary 02 2001-08-01 0.0020661157
## 5 Waugh sanct. 07 2001-08-01 0.0011583012
## 6 Dempsey 12 2001-08-01 0.0058422590
## 7 Branche sud aval 03 2001-08-01 0.0002668379
## 8 Sewell 08 2001-08-01 0.0060810811
## 9 Pok amont 04 2001-08-01 0.0006238303
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991
## 12 Pollard 10 2001-08-01 0.0007342144
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868
## 14 Pollard 10 2001-08-28 0.0007342144
## 15 br. sud amont 01 2001-08-28 0.0000000000
## 16 Morrison 06 2001-08-28 0.0000000000
## 17 Malt 11 2001-08-28 0.0016103060
## 18 Suggary 02 2001-08-28 0.0020661157
## 19 Waugh sanct. 07 2001-08-28 0.0011583012
## 20 Dempsey 12 2001-08-28 0.0058422590
## 21 Branche sud aval 03 2001-08-28 0.0002668379
## 22 Sewell 08 2001-08-28 0.0060810811
## 23 Pok amont 04 2001-08-28 0.0006238303
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991
## 25 Pok amont 04 2001-09-26 0.0006238303
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991
## 28 Pollard 10 2001-09-26 0.0007342144
## 29 br. sud amont 01 2001-09-26 0.0000000000
## 30 Morrison 06 2001-09-26 0.0000000000
## 31 Malt 11 2001-09-26 0.0016103060
## 32 Suggary 02 2001-09-26 0.0020661157
## 33 Waugh sanct. 07 2001-09-26 0.0011583012
## 34 Dempsey 12 2001-09-26 0.0058422590
## 35 Branche sud aval 03 2001-09-26 0.0002668379
## 36 Sewell 08 2001-09-26 0.0060810811
## 37 Sewell 08 2001-10-31 0.0060810811
## 38 Pok amont 04 2001-10-31 0.0006238303
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868
## 40 Morrison 06 2001-10-31 0.0000000000
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991
## 42 Pollard 10 2001-10-31 0.0007342144
## 43 br. sud amont 01 2001-10-31 0.0000000000
## 44 Dempsey 12 2001-10-31 0.0058422590
## 45 Malt 11 2001-10-31 0.0016103060
## 46 Suggary 02 2001-10-31 0.0020661157
## 47 Waugh sanct. 07 2001-10-31 0.0011583012
## 48 Branche sud aval 03 2001-10-31 0.0002668379
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868
## 50 Branche sud aval 03 2002-07-29 0.0002668379
## 51 Sewell 08 2002-07-29 0.0060810811
## 52 Pok amont 04 2002-07-29 0.0006238303
## 53 br. sud amont 01 2002-07-29 0.0000000000
## 54 Morrison 06 2002-07-29 0.0000000000
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991
## 56 Pollard 10 2002-07-29 0.0007342144
## 57 Waugh sanct. 07 2002-07-29 0.0011583012
## 58 Dempsey 12 2002-07-29 0.0058422590
## 59 Malt 11 2002-07-29 0.0016103060
## 60 Suggary 02 2002-07-29 0.0020661157
## 61 Pok amont 04 2002-08-28 0.0006238303
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868
## 63 Dempsey 12 2002-08-28 0.0058422590
## 64 Branche sud aval 03 2002-08-28 0.0002668379
## 65 Sewell 08 2002-08-28 0.0060810811
## 66 Pollard 10 2002-08-28 0.0007342144
## 67 br. sud amont 01 2002-08-28 0.0000000000
## 68 Morrison 06 2002-08-28 0.0000000000
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991
## 70 Suggary 02 2002-08-28 0.0020661157
## 71 Waugh sanct. 07 2002-08-28 0.0011583012
## 72 Malt 11 2002-08-28 0.0016103060
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868
## 74 Sewell 08 2002-10-02 0.0060810811
## 75 Pok amont 04 2002-10-02 0.0006238303
## 76 Waugh sanct. 07 2002-10-02 0.0011583012
## 77 Dempsey 12 2002-10-02 0.0058422590
## 78 Branche sud aval 03 2002-10-02 0.0002668379
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991
## 80 Pollard 10 2002-10-02 0.0007342144
## 81 br. sud amont 01 2002-10-02 0.0000000000
## 82 Morrison 06 2002-10-02 0.0000000000
## 83 Malt 11 2002-10-02 0.0016103060
## 84 Suggary 02 2002-10-02 0.0020661157
## 85 Pok amont 04 2002-10-31 0.0006238303
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868
## 87 Branche sud aval 03 2002-10-31 0.0002668379
## 88 Sewell 08 2002-10-31 0.0060810811
## 89 Suggary 02 2002-10-31 0.0020661157
## 90 Waugh sanct. 07 2002-10-31 0.0011583012
## 91 Dempsey 12 2002-10-31 0.0058422590
## 92 Morrison 06 2002-10-31 0.0000000000
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991
## 94 Pollard 10 2002-10-31 0.0007342144
## 95 br. sud amont 01 2002-10-31 0.0000000000
## 96 Malt 11 2002-10-31 0.0016103060
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctIND_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.0026028110
## 98 Dempsey 12 2021-07-28 0.0005249344
## 99 Branche sud aval 03 2021-07-28 0.0048309179
## 100 Sewell 08 2021-07-28 0.0030991736
## 101 Waugh sanct. 07 2021-07-28 0.0011583012
## 102 br. sud amont 01 2021-07-28 0.0073028238
## 103 Morrison 06 2021-07-28 0.0009784736
## 104 Malt 11 2021-07-28 0.0050675676
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910
## 106 Pollard 10 2021-07-28 0.0047169811
## 107 Pok amont 04 2021-07-28 0.0366726297
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583
## 109 Malt 11 2021-08-31 0.0047169811
## 110 Suggary 02 2021-08-31 0.0080763583
## 111 Waugh sanct. 07 2021-08-31 0.0026028110
## 112 Dempsey 12 2021-08-31 0.0005249344
## 113 Branche sud aval 03 2021-08-31 0.0048309179
## 114 Sewell 08 2021-08-31 0.0030991736
## 115 Pollard 10 2021-08-31 0.0011583012
## 116 br. sud amont 01 2021-08-31 0.0073028238
## 117 Morrison 06 2021-08-31 0.0009784736
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910
## 120 Pok amont 04 2021-08-31 0.0366726297
## 121 Suggary 02 2021-10-05 0.0018714910
## 122 Morrison 06 2021-10-05 0.0047169811
## 123 Malt 11 2021-10-05 0.0366726297
## 124 Sewell 08 2021-10-05 0.0080763583
## 125 Waugh sanct. 07 2021-10-05 0.0026028110
## 126 Dempsey 12 2021-10-05 0.0005249344
## 127 Branche sud aval 03 2021-10-05 0.0048309179
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736
## 129 Pollard 10 2021-10-05 0.0011583012
## 130 br. sud amont 01 2021-10-05 0.0073028238
## 131 Pok amont 04 2021-10-05 0.0009784736
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676
## 133 Malt 11 2021-10-28 0.0050675676
## 134 Suggary 02 2021-10-28 0.0018714910
## 135 br. sud amont 01 2021-10-28 0.0047169811
## 136 Morrison 06 2021-10-28 0.0005249344
## 137 Branche sud aval 03 2021-10-28 0.0366726297
## 138 Sewell 08 2021-10-28 0.0080763583
## 139 Waugh sanct. 07 2021-10-28 0.0026028110
## 140 Dempsey 12 2021-10-28 0.0073028238
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736
## 143 Pollard 10 2021-10-28 0.0011583012
## 144 Pok amont 04 2021-10-28 0.0009784736
## 145 Pollard 10 2022-07-28 0.0047169811
## 146 Morrison 06 2022-07-28 0.0009784736
## 147 Malt 11 2022-07-28 0.0050675676
## 148 Suggary 02 2022-07-28 0.0018714910
## 149 br. sud amont 01 2022-07-28 0.0026028110
## 150 Dempsey 12 2022-07-28 0.0005249344
## 151 Branche sud aval 03 2022-07-28 0.0366726297
## 152 Sewell 08 2022-07-28 0.0080763583
## 153 Waugh sanct. 07 2022-07-28 0.0011583012
## 154 Pok amont 04 2022-07-28 0.0073028238
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910
## 158 Pollard 10 2022-09-01 0.0047169811
## 159 br. sud amont 01 2022-09-01 0.0073028238
## 160 Morrison 06 2022-09-01 0.0009784736
## 161 Malt 11 2022-09-01 0.0050675676
## 162 Suggary 02 2022-09-01 0.0080763583
## 163 Waugh sanct. 07 2022-09-01 0.0026028110
## 164 Dempsey 12 2022-09-01 0.0005249344
## 165 Branche sud aval 03 2022-09-01 0.0366726297
## 166 Sewell 08 2022-09-01 0.0030991736
## 167 Pok amont 04 2022-09-01 0.0011583012
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179
## 169 Sewell 08 2022-10-03 0.0047169811
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910
## 172 Pollard 10 2022-10-03 0.0011583012
## 173 br. sud amont 01 2022-10-03 0.0073028238
## 174 Morrison 06 2022-10-03 0.0009784736
## 175 Malt 11 2022-10-03 0.0366726297
## 176 Suggary 02 2022-10-03 0.0080763583
## 177 Waugh sanct. 07 2022-10-03 0.0026028110
## 178 Dempsey 12 2022-10-03 0.0005249344
## 179 Branche sud aval 03 2022-10-03 0.0048309179
## 180 Pok amont 04 2022-10-03 0.0030991736
## 181 Branche sud aval 03 2022-11-01 0.0018714910
## 182 Sewell 08 2022-11-01 0.0047169811
## 183 Pok amont 04 2022-11-01 0.0009784736
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736
## 186 Pollard 10 2022-11-01 0.0011583012
## 187 br. sud amont 01 2022-11-01 0.0073028238
## 188 Morrison 06 2022-11-01 0.0005249344
## 189 Malt 11 2022-11-01 0.0366726297
## 190 Suggary 02 2022-11-01 0.0080763583
## 191 Waugh sanct. 07 2022-11-01 0.0026028110
## 192 Dempsey 12 2022-11-01 0.0048309179
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=log10(Carbon_Total_Organic_mg_L),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=log10(Carbon_Total_Organic_mg_L)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=log10(Carbon_Total_Organic_mg_L),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=log10(Carbon_Total_Organic_mg_L)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le carbone organique totale et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_industriel_vs_coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctIND_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.0000000000 10
## 2 Morrison 06 2001-08-01 0.0000000000 80
## 3 Malt 11 2001-08-01 0.0016103060 30
## 4 Suggary 02 2001-08-01 0.0020661157 10
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 270
## 6 Dempsey 12 2001-08-01 0.0058422590 50
## 7 Branche sud aval 03 2001-08-01 0.0002668379 10
## 8 Sewell 08 2001-08-01 0.0060810811 20
## 9 Pok amont 04 2001-08-01 0.0006238303 10
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 10
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 30
## 12 Pollard 10 2001-08-01 0.0007342144 110
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 10
## 14 Pollard 10 2001-08-28 0.0007342144 50
## 15 br. sud amont 01 2001-08-28 0.0000000000 120
## 16 Morrison 06 2001-08-28 0.0000000000 90
## 17 Malt 11 2001-08-28 0.0016103060 20
## 18 Suggary 02 2001-08-28 0.0020661157 80
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 430
## 20 Dempsey 12 2001-08-28 0.0058422590 20
## 21 Branche sud aval 03 2001-08-28 0.0002668379 110
## 22 Sewell 08 2001-08-28 0.0060810811 210
## 23 Pok amont 04 2001-08-28 0.0006238303 10
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 250
## 25 Pok amont 04 2001-09-26 0.0006238303 530
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 830
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 120
## 28 Pollard 10 2001-09-26 0.0007342144 1240
## 29 br. sud amont 01 2001-09-26 0.0000000000 2000
## 30 Morrison 06 2001-09-26 0.0000000000 220
## 31 Malt 11 2001-09-26 0.0016103060 150
## 32 Suggary 02 2001-09-26 0.0020661157 150
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 590
## 34 Dempsey 12 2001-09-26 0.0058422590 150
## 35 Branche sud aval 03 2001-09-26 0.0002668379 660
## 36 Sewell 08 2001-09-26 0.0060810811 190
## 37 Sewell 08 2001-10-31 0.0060810811 140
## 38 Pok amont 04 2001-10-31 0.0006238303 20
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 10
## 40 Morrison 06 2001-10-31 0.0000000000 10
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 310
## 42 Pollard 10 2001-10-31 0.0007342144 50
## 43 br. sud amont 01 2001-10-31 0.0000000000 20
## 44 Dempsey 12 2001-10-31 0.0058422590 10
## 45 Malt 11 2001-10-31 0.0016103060 100
## 46 Suggary 02 2001-10-31 0.0020661157 30
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 480
## 48 Branche sud aval 03 2001-10-31 0.0002668379 30
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 10
## 50 Branche sud aval 03 2002-07-29 0.0002668379 30
## 51 Sewell 08 2002-07-29 0.0060810811 60
## 52 Pok amont 04 2002-07-29 0.0006238303 10
## 53 br. sud amont 01 2002-07-29 0.0000000000 20
## 54 Morrison 06 2002-07-29 0.0000000000 10
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 10
## 56 Pollard 10 2002-07-29 0.0007342144 660
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 80
## 58 Dempsey 12 2002-07-29 0.0058422590 25
## 59 Malt 11 2002-07-29 0.0016103060 10
## 60 Suggary 02 2002-07-29 0.0020661157 10
## 61 Pok amont 04 2002-08-28 0.0006238303 30
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 10
## 63 Dempsey 12 2002-08-28 0.0058422590 10
## 64 Branche sud aval 03 2002-08-28 0.0002668379 20
## 65 Sewell 08 2002-08-28 0.0060810811 10
## 66 Pollard 10 2002-08-28 0.0007342144 180
## 67 br. sud amont 01 2002-08-28 0.0000000000 80
## 68 Morrison 06 2002-08-28 0.0000000000 20
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 310
## 70 Suggary 02 2002-08-28 0.0020661157 15
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 410
## 72 Malt 11 2002-08-28 0.0016103060 30
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 10
## 74 Sewell 08 2002-10-02 0.0060810811 25
## 75 Pok amont 04 2002-10-02 0.0006238303 10
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 700
## 77 Dempsey 12 2002-10-02 0.0058422590 30
## 78 Branche sud aval 03 2002-10-02 0.0002668379 40
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 150
## 80 Pollard 10 2002-10-02 0.0007342144 10
## 81 br. sud amont 01 2002-10-02 0.0000000000 20
## 82 Morrison 06 2002-10-02 0.0000000000 10
## 83 Malt 11 2002-10-02 0.0016103060 90
## 84 Suggary 02 2002-10-02 0.0020661157 20
## 85 Pok amont 04 2002-10-31 0.0006238303 10
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 10
## 87 Branche sud aval 03 2002-10-31 0.0002668379 10
## 88 Sewell 08 2002-10-31 0.0060810811 10
## 89 Suggary 02 2002-10-31 0.0020661157 50
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 40
## 91 Dempsey 12 2002-10-31 0.0058422590 10
## 92 Morrison 06 2002-10-31 0.0000000000 10
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 30
## 94 Pollard 10 2002-10-31 0.0007342144 10
## 95 br. sud amont 01 2002-10-31 0.0000000000 10
## 96 Malt 11 2002-10-31 0.0016103060 10subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctIND_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.0026028110 20.0
## 98 Dempsey 12 2021-07-28 0.0005249344 52.0
## 99 Branche sud aval 03 2021-07-28 0.0048309179 74.0
## 100 Sewell 08 2021-07-28 0.0030991736 98.0
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 52.0
## 102 br. sud amont 01 2021-07-28 0.0073028238 75.0
## 103 Morrison 06 2021-07-28 0.0009784736 30.0
## 104 Malt 11 2021-07-28 0.0050675676 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 75.0
## 106 Pollard 10 2021-07-28 0.0047169811 98.0
## 107 Pok amont 04 2021-07-28 0.0366726297 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 20.0
## 109 Malt 11 2021-08-31 0.0047169811 39.3
## 110 Suggary 02 2021-08-31 0.0080763583 235.9
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 68.3
## 112 Dempsey 12 2021-08-31 0.0005249344 49.6
## 113 Branche sud aval 03 2021-08-31 0.0048309179 54.5
## 114 Sewell 08 2021-08-31 0.0030991736 148.3
## 115 Pollard 10 2021-08-31 0.0011583012 117.8
## 116 br. sud amont 01 2021-08-31 0.0073028238 72.7
## 117 Morrison 06 2021-08-31 0.0009784736 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 70.3
## 120 Pok amont 04 2021-08-31 0.0366726297 15.6
## 121 Suggary 02 2021-10-05 0.0018714910 41.7
## 122 Morrison 06 2021-10-05 0.0047169811 24.6
## 123 Malt 11 2021-10-05 0.0366726297 47.1
## 124 Sewell 08 2021-10-05 0.0080763583 135.4
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 29.5
## 126 Dempsey 12 2021-10-05 0.0005249344 54.8
## 127 Branche sud aval 03 2021-10-05 0.0048309179 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 95.9
## 129 Pollard 10 2021-10-05 0.0011583012 62.7
## 130 br. sud amont 01 2021-10-05 0.0073028238 35.5
## 131 Pok amont 04 2021-10-05 0.0009784736 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 27.5
## 133 Malt 11 2021-10-28 0.0050675676 16.0
## 134 Suggary 02 2021-10-28 0.0018714910 7.4
## 135 br. sud amont 01 2021-10-28 0.0047169811 19.9
## 136 Morrison 06 2021-10-28 0.0005249344 12.1
## 137 Branche sud aval 03 2021-10-28 0.0366726297 39.9
## 138 Sewell 08 2021-10-28 0.0080763583 48.1
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 38.4
## 140 Dempsey 12 2021-10-28 0.0073028238 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 29.5
## 143 Pollard 10 2021-10-28 0.0011583012 34.5
## 144 Pok amont 04 2021-10-28 0.0009784736 14.6
## 145 Pollard 10 2022-07-28 0.0047169811 57.6
## 146 Morrison 06 2022-07-28 0.0009784736 133.4
## 147 Malt 11 2022-07-28 0.0050675676 70.3
## 148 Suggary 02 2022-07-28 0.0018714910 27.5
## 149 br. sud amont 01 2022-07-28 0.0026028110 32.7
## 150 Dempsey 12 2022-07-28 0.0005249344 41.7
## 151 Branche sud aval 03 2022-07-28 0.0366726297 59.8
## 152 Sewell 08 2022-07-28 0.0080763583 90.6
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 93.3
## 154 Pok amont 04 2022-07-28 0.0073028238 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 82.0
## 158 Pollard 10 2022-09-01 0.0047169811 1046.2
## 159 br. sud amont 01 2022-09-01 0.0073028238 114.5
## 160 Morrison 06 2022-09-01 0.0009784736 686.7
## 161 Malt 11 2022-09-01 0.0050675676 69.1
## 162 Suggary 02 2022-09-01 0.0080763583 40.2
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 88.0
## 164 Dempsey 12 2022-09-01 0.0005249344 248.1
## 165 Branche sud aval 03 2022-09-01 0.0366726297 70.3
## 166 Sewell 08 2022-09-01 0.0030991736 172.2
## 167 Pok amont 04 2022-09-01 0.0011583012 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 121.1
## 169 Sewell 08 2022-10-03 0.0047169811 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 59.1
## 172 Pollard 10 2022-10-03 0.0011583012 24.1
## 173 br. sud amont 01 2022-10-03 0.0073028238 57.6
## 174 Morrison 06 2022-10-03 0.0009784736 47.4
## 175 Malt 11 2022-10-03 0.0366726297 5.2
## 176 Suggary 02 2022-10-03 0.0080763583 9.7
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 65.7
## 178 Dempsey 12 2022-10-03 0.0005249344 48.0
## 179 Branche sud aval 03 2022-10-03 0.0048309179 13.4
## 180 Pok amont 04 2022-10-03 0.0030991736 8.4
## 181 Branche sud aval 03 2022-11-01 0.0018714910 24.6
## 182 Sewell 08 2022-11-01 0.0047169811 115.3
## 183 Pok amont 04 2022-11-01 0.0009784736 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 72.3
## 186 Pollard 10 2022-11-01 0.0011583012 20.3
## 187 br. sud amont 01 2022-11-01 0.0073028238 37.3
## 188 Morrison 06 2022-11-01 0.0005249344 39.9
## 189 Malt 11 2022-11-01 0.0366726297 45.0
## 190 Suggary 02 2022-11-01 0.0080763583 8.5
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 249.5
## 192 Dempsey 12 2022-11-01 0.0048309179 53.8ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=log10(E.coli_MPN_100.mL),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=log10(E.coli_MPN_100.mL),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_industriel_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctIND_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.0000000000 0.0080
## 2 Morrison 06 2001-08-01 0.0000000000 0.0080
## 3 Malt 11 2001-08-01 0.0016103060 0.0110
## 4 Suggary 02 2001-08-01 0.0020661157 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 0.0150
## 6 Dempsey 12 2001-08-01 0.0058422590 0.0140
## 7 Branche sud aval 03 2001-08-01 0.0002668379 0.0080
## 8 Sewell 08 2001-08-01 0.0060810811 0.0110
## 9 Pok amont 04 2001-08-01 0.0006238303 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 0.0160
## 12 Pollard 10 2001-08-01 0.0007342144 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 0.0070
## 14 Pollard 10 2001-08-28 0.0007342144 0.0170
## 15 br. sud amont 01 2001-08-28 0.0000000000 0.0060
## 16 Morrison 06 2001-08-28 0.0000000000 0.0080
## 17 Malt 11 2001-08-28 0.0016103060 0.0080
## 18 Suggary 02 2001-08-28 0.0020661157 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 0.0090
## 20 Dempsey 12 2001-08-28 0.0058422590 0.0110
## 21 Branche sud aval 03 2001-08-28 0.0002668379 0.0070
## 22 Sewell 08 2001-08-28 0.0060810811 0.0170
## 23 Pok amont 04 2001-08-28 0.0006238303 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 0.0130
## 25 Pok amont 04 2001-09-26 0.0006238303 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 0.0130
## 28 Pollard 10 2001-09-26 0.0007342144 0.0155
## 29 br. sud amont 01 2001-09-26 0.0000000000 0.0130
## 30 Morrison 06 2001-09-26 0.0000000000 0.0080
## 31 Malt 11 2001-09-26 0.0016103060 0.0120
## 32 Suggary 02 2001-09-26 0.0020661157 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 0.0140
## 34 Dempsey 12 2001-09-26 0.0058422590 0.0190
## 35 Branche sud aval 03 2001-09-26 0.0002668379 0.0090
## 36 Sewell 08 2001-09-26 0.0060810811 0.0120
## 37 Sewell 08 2001-10-31 0.0060810811 0.0120
## 38 Pok amont 04 2001-10-31 0.0006238303 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 0.0050
## 40 Morrison 06 2001-10-31 0.0000000000 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 0.0110
## 42 Pollard 10 2001-10-31 0.0007342144 0.0080
## 43 br. sud amont 01 2001-10-31 0.0000000000 0.0050
## 44 Dempsey 12 2001-10-31 0.0058422590 0.0090
## 45 Malt 11 2001-10-31 0.0016103060 0.0070
## 46 Suggary 02 2001-10-31 0.0020661157 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 0.0120
## 48 Branche sud aval 03 2001-10-31 0.0002668379 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 0.0050
## 50 Branche sud aval 03 2002-07-29 0.0002668379 0.0070
## 51 Sewell 08 2002-07-29 0.0060810811 0.0200
## 52 Pok amont 04 2002-07-29 0.0006238303 0.0060
## 53 br. sud amont 01 2002-07-29 0.0000000000 0.0060
## 54 Morrison 06 2002-07-29 0.0000000000 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 0.0130
## 56 Pollard 10 2002-07-29 0.0007342144 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 0.0120
## 58 Dempsey 12 2002-07-29 0.0058422590 0.0100
## 59 Malt 11 2002-07-29 0.0016103060 0.0090
## 60 Suggary 02 2002-07-29 0.0020661157 0.0070
## 61 Pok amont 04 2002-08-28 0.0006238303 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 0.0090
## 63 Dempsey 12 2002-08-28 0.0058422590 0.0130
## 64 Branche sud aval 03 2002-08-28 0.0002668379 0.0080
## 65 Sewell 08 2002-08-28 0.0060810811 0.0100
## 66 Pollard 10 2002-08-28 0.0007342144 0.0160
## 67 br. sud amont 01 2002-08-28 0.0000000000 0.0070
## 68 Morrison 06 2002-08-28 0.0000000000 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 0.0140
## 70 Suggary 02 2002-08-28 0.0020661157 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 0.0130
## 72 Malt 11 2002-08-28 0.0016103060 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 0.0070
## 74 Sewell 08 2002-10-02 0.0060810811 0.0155
## 75 Pok amont 04 2002-10-02 0.0006238303 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 0.0090
## 77 Dempsey 12 2002-10-02 0.0058422590 0.0120
## 78 Branche sud aval 03 2002-10-02 0.0002668379 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 0.0110
## 80 Pollard 10 2002-10-02 0.0007342144 0.0110
## 81 br. sud amont 01 2002-10-02 0.0000000000 0.0050
## 82 Morrison 06 2002-10-02 0.0000000000 0.0050
## 83 Malt 11 2002-10-02 0.0016103060 0.0080
## 84 Suggary 02 2002-10-02 0.0020661157 0.0070
## 85 Pok amont 04 2002-10-31 0.0006238303 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 0.0050
## 87 Branche sud aval 03 2002-10-31 0.0002668379 0.0050
## 88 Sewell 08 2002-10-31 0.0060810811 0.0130
## 89 Suggary 02 2002-10-31 0.0020661157 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 0.0080
## 91 Dempsey 12 2002-10-31 0.0058422590 0.0080
## 92 Morrison 06 2002-10-31 0.0000000000 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 0.0090
## 94 Pollard 10 2002-10-31 0.0007342144 0.0060
## 95 br. sud amont 01 2002-10-31 0.0000000000 0.0065
## 96 Malt 11 2002-10-31 0.0016103060 0.0050subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctIND_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.0026028110 0.018
## 98 Dempsey 12 2021-07-28 0.0005249344 0.024
## 99 Branche sud aval 03 2021-07-28 0.0048309179 0.022
## 100 Sewell 08 2021-07-28 0.0030991736 0.028
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 0.017
## 102 br. sud amont 01 2021-07-28 0.0073028238 0.016
## 103 Morrison 06 2021-07-28 0.0009784736 0.019
## 104 Malt 11 2021-07-28 0.0050675676 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 0.026
## 106 Pollard 10 2021-07-28 0.0047169811 0.051
## 107 Pok amont 04 2021-07-28 0.0366726297 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 0.014
## 109 Malt 11 2021-08-31 0.0047169811 0.005
## 110 Suggary 02 2021-08-31 0.0080763583 0.011
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 0.006
## 112 Dempsey 12 2021-08-31 0.0005249344 0.014
## 113 Branche sud aval 03 2021-08-31 0.0048309179 0.009
## 114 Sewell 08 2021-08-31 0.0030991736 0.015
## 115 Pollard 10 2021-08-31 0.0011583012 0.073
## 116 br. sud amont 01 2021-08-31 0.0073028238 0.016
## 117 Morrison 06 2021-08-31 0.0009784736 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 0.029
## 120 Pok amont 04 2021-08-31 0.0366726297 0.008
## 121 Suggary 02 2021-10-05 0.0018714910 0.007
## 122 Morrison 06 2021-10-05 0.0047169811 0.010
## 123 Malt 11 2021-10-05 0.0366726297 0.012
## 124 Sewell 08 2021-10-05 0.0080763583 0.024
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 0.019
## 126 Dempsey 12 2021-10-05 0.0005249344 0.018
## 127 Branche sud aval 03 2021-10-05 0.0048309179 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 0.025
## 129 Pollard 10 2021-10-05 0.0011583012 0.037
## 130 br. sud amont 01 2021-10-05 0.0073028238 0.019
## 131 Pok amont 04 2021-10-05 0.0009784736 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 0.011
## 133 Malt 11 2021-10-28 0.0050675676 0.009
## 134 Suggary 02 2021-10-28 0.0018714910 0.009
## 135 br. sud amont 01 2021-10-28 0.0047169811 0.013
## 136 Morrison 06 2021-10-28 0.0005249344 0.011
## 137 Branche sud aval 03 2021-10-28 0.0366726297 0.022
## 138 Sewell 08 2021-10-28 0.0080763583 0.020
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 0.018
## 140 Dempsey 12 2021-10-28 0.0073028238 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 0.018
## 143 Pollard 10 2021-10-28 0.0011583012 0.033
## 144 Pok amont 04 2021-10-28 0.0009784736 0.013
## 145 Pollard 10 2022-07-28 0.0047169811 0.034
## 146 Morrison 06 2022-07-28 0.0009784736 0.014
## 147 Malt 11 2022-07-28 0.0050675676 0.008
## 148 Suggary 02 2022-07-28 0.0018714910 0.009
## 149 br. sud amont 01 2022-07-28 0.0026028110 0.016
## 150 Dempsey 12 2022-07-28 0.0005249344 0.017
## 151 Branche sud aval 03 2022-07-28 0.0366726297 0.013
## 152 Sewell 08 2022-07-28 0.0080763583 0.019
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 0.011
## 154 Pok amont 04 2022-07-28 0.0073028238 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 0.024
## 158 Pollard 10 2022-09-01 0.0047169811 0.075
## 159 br. sud amont 01 2022-09-01 0.0073028238 0.015
## 160 Morrison 06 2022-09-01 0.0009784736 0.021
## 161 Malt 11 2022-09-01 0.0050675676 0.008
## 162 Suggary 02 2022-09-01 0.0080763583 0.010
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 0.021
## 164 Dempsey 12 2022-09-01 0.0005249344 0.021
## 165 Branche sud aval 03 2022-09-01 0.0366726297 0.016
## 166 Sewell 08 2022-09-01 0.0030991736 0.019
## 167 Pok amont 04 2022-09-01 0.0011583012 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 0.012
## 169 Sewell 08 2022-10-03 0.0047169811 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 0.022
## 172 Pollard 10 2022-10-03 0.0011583012 0.049
## 173 br. sud amont 01 2022-10-03 0.0073028238 0.016
## 174 Morrison 06 2022-10-03 0.0009784736 0.014
## 175 Malt 11 2022-10-03 0.0366726297 0.007
## 176 Suggary 02 2022-10-03 0.0080763583 0.005
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 0.013
## 178 Dempsey 12 2022-10-03 0.0005249344 0.013
## 179 Branche sud aval 03 2022-10-03 0.0048309179 0.009
## 180 Pok amont 04 2022-10-03 0.0030991736 0.013
## 181 Branche sud aval 03 2022-11-01 0.0018714910 0.013
## 182 Sewell 08 2022-11-01 0.0047169811 0.021
## 183 Pok amont 04 2022-11-01 0.0009784736 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 0.020
## 186 Pollard 10 2022-11-01 0.0011583012 0.041
## 187 br. sud amont 01 2022-11-01 0.0073028238 0.020
## 188 Morrison 06 2022-11-01 0.0005249344 0.018
## 189 Malt 11 2022-11-01 0.0366726297 0.009
## 190 Suggary 02 2022-11-01 0.0080763583 0.010
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 0.017
## 192 Dempsey 12 2022-11-01 0.0048309179 0.021ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_industriel_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctIND_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.0000000000 0.0500
## 2 Morrison 06 2001-08-01 0.0000000000 0.0940
## 3 Malt 11 2001-08-01 0.0016103060 0.0500
## 4 Suggary 02 2001-08-01 0.0020661157 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.0011583012 0.0500
## 6 Dempsey 12 2001-08-01 0.0058422590 0.0500
## 7 Branche sud aval 03 2001-08-01 0.0002668379 0.0500
## 8 Sewell 08 2001-08-01 0.0060810811 0.1360
## 9 Pok amont 04 2001-08-01 0.0006238303 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.0033018868 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.0049194991 0.2510
## 12 Pollard 10 2001-08-01 0.0007342144 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.0033018868 0.0500
## 14 Pollard 10 2001-08-28 0.0007342144 0.3010
## 15 br. sud amont 01 2001-08-28 0.0000000000 0.0500
## 16 Morrison 06 2001-08-28 0.0000000000 0.0910
## 17 Malt 11 2001-08-28 0.0016103060 0.0500
## 18 Suggary 02 2001-08-28 0.0020661157 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.0011583012 0.0500
## 20 Dempsey 12 2001-08-28 0.0058422590 0.0500
## 21 Branche sud aval 03 2001-08-28 0.0002668379 0.0500
## 22 Sewell 08 2001-08-28 0.0060810811 0.1330
## 23 Pok amont 04 2001-08-28 0.0006238303 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.0049194991 0.2810
## 25 Pok amont 04 2001-09-26 0.0006238303 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.0033018868 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.0049194991 0.2110
## 28 Pollard 10 2001-09-26 0.0007342144 0.1845
## 29 br. sud amont 01 2001-09-26 0.0000000000 0.0770
## 30 Morrison 06 2001-09-26 0.0000000000 0.0500
## 31 Malt 11 2001-09-26 0.0016103060 0.0500
## 32 Suggary 02 2001-09-26 0.0020661157 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.0011583012 0.0500
## 34 Dempsey 12 2001-09-26 0.0058422590 0.0500
## 35 Branche sud aval 03 2001-09-26 0.0002668379 0.0500
## 36 Sewell 08 2001-09-26 0.0060810811 0.0500
## 37 Sewell 08 2001-10-31 0.0060810811 0.0500
## 38 Pok amont 04 2001-10-31 0.0006238303 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.0033018868 0.0500
## 40 Morrison 06 2001-10-31 0.0000000000 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.0049194991 0.0500
## 42 Pollard 10 2001-10-31 0.0007342144 0.2300
## 43 br. sud amont 01 2001-10-31 0.0000000000 0.0500
## 44 Dempsey 12 2001-10-31 0.0058422590 0.0500
## 45 Malt 11 2001-10-31 0.0016103060 0.0500
## 46 Suggary 02 2001-10-31 0.0020661157 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.0011583012 0.0500
## 48 Branche sud aval 03 2001-10-31 0.0002668379 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.0033018868 0.0500
## 50 Branche sud aval 03 2002-07-29 0.0002668379 0.0500
## 51 Sewell 08 2002-07-29 0.0060810811 0.2200
## 52 Pok amont 04 2002-07-29 0.0006238303 0.0700
## 53 br. sud amont 01 2002-07-29 0.0000000000 0.0500
## 54 Morrison 06 2002-07-29 0.0000000000 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.0049194991 0.2800
## 56 Pollard 10 2002-07-29 0.0007342144 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.0011583012 0.0500
## 58 Dempsey 12 2002-07-29 0.0058422590 0.0500
## 59 Malt 11 2002-07-29 0.0016103060 0.0500
## 60 Suggary 02 2002-07-29 0.0020661157 0.1900
## 61 Pok amont 04 2002-08-28 0.0006238303 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.0033018868 0.0500
## 63 Dempsey 12 2002-08-28 0.0058422590 0.0500
## 64 Branche sud aval 03 2002-08-28 0.0002668379 0.0500
## 65 Sewell 08 2002-08-28 0.0060810811 0.0500
## 66 Pollard 10 2002-08-28 0.0007342144 0.1800
## 67 br. sud amont 01 2002-08-28 0.0000000000 0.0500
## 68 Morrison 06 2002-08-28 0.0000000000 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.0049194991 0.3000
## 70 Suggary 02 2002-08-28 0.0020661157 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.0011583012 0.0500
## 72 Malt 11 2002-08-28 0.0016103060 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.0033018868 0.0500
## 74 Sewell 08 2002-10-02 0.0060810811 0.0500
## 75 Pok amont 04 2002-10-02 0.0006238303 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.0011583012 0.0500
## 77 Dempsey 12 2002-10-02 0.0058422590 0.0500
## 78 Branche sud aval 03 2002-10-02 0.0002668379 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.0049194991 0.1900
## 80 Pollard 10 2002-10-02 0.0007342144 0.1300
## 81 br. sud amont 01 2002-10-02 0.0000000000 0.0500
## 82 Morrison 06 2002-10-02 0.0000000000 0.0500
## 83 Malt 11 2002-10-02 0.0016103060 0.0500
## 84 Suggary 02 2002-10-02 0.0020661157 0.1300
## 85 Pok amont 04 2002-10-31 0.0006238303 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.0033018868 0.0500
## 87 Branche sud aval 03 2002-10-31 0.0002668379 0.0500
## 88 Sewell 08 2002-10-31 0.0060810811 0.2300
## 89 Suggary 02 2002-10-31 0.0020661157 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.0011583012 0.0800
## 91 Dempsey 12 2002-10-31 0.0058422590 0.0500
## 92 Morrison 06 2002-10-31 0.0000000000 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.0049194991 0.2200
## 94 Pollard 10 2002-10-31 0.0007342144 0.1900
## 95 br. sud amont 01 2002-10-31 0.0000000000 0.0500
## 96 Malt 11 2002-10-31 0.0016103060 0.1300subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctIND_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.0026028110 0.11
## 98 Dempsey 12 2021-07-28 0.0005249344 0.08
## 99 Branche sud aval 03 2021-07-28 0.0048309179 0.05
## 100 Sewell 08 2021-07-28 0.0030991736 0.17
## 101 Waugh sanct. 07 2021-07-28 0.0011583012 0.06
## 102 br. sud amont 01 2021-07-28 0.0073028238 0.08
## 103 Morrison 06 2021-07-28 0.0009784736 0.05
## 104 Malt 11 2021-07-28 0.0050675676 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.0018714910 0.21
## 106 Pollard 10 2021-07-28 0.0047169811 0.40
## 107 Pok amont 04 2021-07-28 0.0366726297 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.0080763583 0.18
## 109 Malt 11 2021-08-31 0.0047169811 0.06
## 110 Suggary 02 2021-08-31 0.0080763583 0.12
## 111 Waugh sanct. 07 2021-08-31 0.0026028110 0.05
## 112 Dempsey 12 2021-08-31 0.0005249344 0.08
## 113 Branche sud aval 03 2021-08-31 0.0048309179 0.06
## 114 Sewell 08 2021-08-31 0.0030991736 0.12
## 115 Pollard 10 2021-08-31 0.0011583012 0.32
## 116 br. sud amont 01 2021-08-31 0.0073028238 0.05
## 117 Morrison 06 2021-08-31 0.0009784736 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.0050675676 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.0018714910 0.21
## 120 Pok amont 04 2021-08-31 0.0366726297 0.10
## 121 Suggary 02 2021-10-05 0.0018714910 0.17
## 122 Morrison 06 2021-10-05 0.0047169811 0.06
## 123 Malt 11 2021-10-05 0.0366726297 0.12
## 124 Sewell 08 2021-10-05 0.0080763583 0.13
## 125 Waugh sanct. 07 2021-10-05 0.0026028110 0.05
## 126 Dempsey 12 2021-10-05 0.0005249344 0.09
## 127 Branche sud aval 03 2021-10-05 0.0048309179 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.0030991736 0.33
## 129 Pollard 10 2021-10-05 0.0011583012 0.38
## 130 br. sud amont 01 2021-10-05 0.0073028238 0.05
## 131 Pok amont 04 2021-10-05 0.0009784736 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.0050675676 0.22
## 133 Malt 11 2021-10-28 0.0050675676 0.07
## 134 Suggary 02 2021-10-28 0.0018714910 0.15
## 135 br. sud amont 01 2021-10-28 0.0047169811 0.05
## 136 Morrison 06 2021-10-28 0.0005249344 0.08
## 137 Branche sud aval 03 2021-10-28 0.0366726297 0.07
## 138 Sewell 08 2021-10-28 0.0080763583 0.14
## 139 Waugh sanct. 07 2021-10-28 0.0026028110 0.05
## 140 Dempsey 12 2021-10-28 0.0073028238 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.0048309179 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.0030991736 0.36
## 143 Pollard 10 2021-10-28 0.0011583012 0.38
## 144 Pok amont 04 2021-10-28 0.0009784736 0.13
## 145 Pollard 10 2022-07-28 0.0047169811 0.40
## 146 Morrison 06 2022-07-28 0.0009784736 0.08
## 147 Malt 11 2022-07-28 0.0050675676 0.06
## 148 Suggary 02 2022-07-28 0.0018714910 0.11
## 149 br. sud amont 01 2022-07-28 0.0026028110 0.05
## 150 Dempsey 12 2022-07-28 0.0005249344 0.11
## 151 Branche sud aval 03 2022-07-28 0.0366726297 0.07
## 152 Sewell 08 2022-07-28 0.0080763583 0.17
## 153 Waugh sanct. 07 2022-07-28 0.0011583012 0.05
## 154 Pok amont 04 2022-07-28 0.0073028238 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.0048309179 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.0030991736 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.0018714910 0.26
## 158 Pollard 10 2022-09-01 0.0047169811 0.53
## 159 br. sud amont 01 2022-09-01 0.0073028238 0.05
## 160 Morrison 06 2022-09-01 0.0009784736 0.06
## 161 Malt 11 2022-09-01 0.0050675676 0.10
## 162 Suggary 02 2022-09-01 0.0080763583 0.13
## 163 Waugh sanct. 07 2022-09-01 0.0026028110 0.10
## 164 Dempsey 12 2022-09-01 0.0005249344 0.15
## 165 Branche sud aval 03 2022-09-01 0.0366726297 0.06
## 166 Sewell 08 2022-09-01 0.0030991736 0.17
## 167 Pok amont 04 2022-09-01 0.0011583012 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.0048309179 0.12
## 169 Sewell 08 2022-10-03 0.0047169811 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.0050675676 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.0018714910 0.27
## 172 Pollard 10 2022-10-03 0.0011583012 0.50
## 173 br. sud amont 01 2022-10-03 0.0073028238 0.06
## 174 Morrison 06 2022-10-03 0.0009784736 0.05
## 175 Malt 11 2022-10-03 0.0366726297 0.06
## 176 Suggary 02 2022-10-03 0.0080763583 0.15
## 177 Waugh sanct. 07 2022-10-03 0.0026028110 0.09
## 178 Dempsey 12 2022-10-03 0.0005249344 0.09
## 179 Branche sud aval 03 2022-10-03 0.0048309179 0.05
## 180 Pok amont 04 2022-10-03 0.0030991736 0.05
## 181 Branche sud aval 03 2022-11-01 0.0018714910 0.05
## 182 Sewell 08 2022-11-01 0.0047169811 0.15
## 183 Pok amont 04 2022-11-01 0.0009784736 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.0050675676 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.0030991736 0.25
## 186 Pollard 10 2022-11-01 0.0011583012 0.54
## 187 br. sud amont 01 2022-11-01 0.0073028238 0.07
## 188 Morrison 06 2022-11-01 0.0005249344 0.09
## 189 Malt 11 2022-11-01 0.0366726297 0.07
## 190 Suggary 02 2022-11-01 0.0080763583 0.16
## 191 Waugh sanct. 07 2022-11-01 0.0026028110 0.06
## 192 Dempsey 12 2022-11-01 0.0048309179 0.11ggplot() +
geom_point(data=Period1, aes(x=pctIND_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctIND_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctIND_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctIND_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
INF: Infrastructures
# Crée la variable pourcentage
Period1$pctINF_supdrainee_1990 = Period1$INF_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctINF_supdrainee_2020 = Period1$INF_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvInfrastructures_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctINF_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.015096304 11.5
## 2 Morrison 06 2001-08-01 0.009973753 10.2
## 3 Malt 11 2001-08-01 0.019860440 25.2
## 4 Suggary 02 2001-08-01 0.008264463 14.4
## 5 Waugh sanct. 07 2001-08-01 0.011969112 10.8
## 6 Dempsey 12 2001-08-01 0.014605648 20.4
## 7 Branche sud aval 03 2001-08-01 0.008422603 13.5
## 8 Sewell 08 2001-08-01 0.008783784 12.8
## 9 Pok amont 04 2001-08-01 0.007485964 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 9.0
## 12 Pollard 10 2001-08-01 0.019823789 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 9.3
## 14 Pollard 10 2001-08-28 0.019823789 12.0
## 15 br. sud amont 01 2001-08-28 0.015096304 10.0
## 16 Morrison 06 2001-08-28 0.009973753 NaN
## 17 Malt 11 2001-08-28 0.019860440 8.8
## 18 Suggary 02 2001-08-28 0.008264463 13.0
## 19 Waugh sanct. 07 2001-08-28 0.011969112 10.6
## 20 Dempsey 12 2001-08-28 0.014605648 13.5
## 21 Branche sud aval 03 2001-08-28 0.008422603 11.5
## 22 Sewell 08 2001-08-28 0.008783784 13.5
## 23 Pok amont 04 2001-08-28 0.007485964 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 10.9
## 25 Pok amont 04 2001-09-26 0.007485964 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 11.8
## 28 Pollard 10 2001-09-26 0.019823789 12.7
## 29 br. sud amont 01 2001-09-26 0.015096304 11.5
## 30 Morrison 06 2001-09-26 0.009973753 11.2
## 31 Malt 11 2001-09-26 0.019860440 9.3
## 32 Suggary 02 2001-09-26 0.008264463 12.9
## 33 Waugh sanct. 07 2001-09-26 0.011969112 10.4
## 34 Dempsey 12 2001-09-26 0.014605648 13.4
## 35 Branche sud aval 03 2001-09-26 0.008422603 12.0
## 36 Sewell 08 2001-09-26 0.008783784 12.9
## 37 Sewell 08 2001-10-31 0.008783784 1.4
## 38 Pok amont 04 2001-10-31 0.007485964 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 3.0
## 40 Morrison 06 2001-10-31 0.009973753 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 2.1
## 42 Pollard 10 2001-10-31 0.019823789 3.3
## 43 br. sud amont 01 2001-10-31 0.015096304 2.7
## 44 Dempsey 12 2001-10-31 0.014605648 3.9
## 45 Malt 11 2001-10-31 0.019860440 4.8
## 46 Suggary 02 2001-10-31 0.008264463 2.1
## 47 Waugh sanct. 07 2001-10-31 0.011969112 2.7
## 48 Branche sud aval 03 2001-10-31 0.008422603 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 17.5
## 50 Branche sud aval 03 2002-07-29 0.008422603 15.7
## 51 Sewell 08 2002-07-29 0.008783784 16.8
## 52 Pok amont 04 2002-07-29 0.007485964 13.3
## 53 br. sud amont 01 2002-07-29 0.015096304 14.7
## 54 Morrison 06 2002-07-29 0.009973753 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 17.4
## 56 Pollard 10 2002-07-29 0.019823789 17.0
## 57 Waugh sanct. 07 2002-07-29 0.011969112 16.4
## 58 Dempsey 12 2002-07-29 0.014605648 15.6
## 59 Malt 11 2002-07-29 0.019860440 14.9
## 60 Suggary 02 2002-07-29 0.008264463 17.9
## 61 Pok amont 04 2002-08-28 0.007485964 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 10.2
## 63 Dempsey 12 2002-08-28 0.014605648 13.2
## 64 Branche sud aval 03 2002-08-28 0.008422603 11.3
## 65 Sewell 08 2002-08-28 0.008783784 13.1
## 66 Pollard 10 2002-08-28 0.019823789 11.1
## 67 br. sud amont 01 2002-08-28 0.015096304 11.1
## 68 Morrison 06 2002-08-28 0.009973753 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 12.9
## 70 Suggary 02 2002-08-28 0.008264463 10.6
## 71 Waugh sanct. 07 2002-08-28 0.011969112 10.1
## 72 Malt 11 2002-08-28 0.019860440 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 10.7
## 74 Sewell 08 2002-10-02 0.008783784 12.7
## 75 Pok amont 04 2002-10-02 0.007485964 7.8
## 76 Waugh sanct. 07 2002-10-02 0.011969112 10.7
## 77 Dempsey 12 2002-10-02 0.014605648 11.1
## 78 Branche sud aval 03 2002-10-02 0.008422603 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 12.9
## 80 Pollard 10 2002-10-02 0.019823789 10.8
## 81 br. sud amont 01 2002-10-02 0.015096304 11.0
## 82 Morrison 06 2002-10-02 0.009973753 10.5
## 83 Malt 11 2002-10-02 0.019860440 7.8
## 84 Suggary 02 2002-10-02 0.008264463 10.3
## 85 Pok amont 04 2002-10-31 0.007485964 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 2.7
## 87 Branche sud aval 03 2002-10-31 0.008422603 NaN
## 88 Sewell 08 2002-10-31 0.008783784 1.6
## 89 Suggary 02 2002-10-31 0.008264463 2.7
## 90 Waugh sanct. 07 2002-10-31 0.011969112 2.7
## 91 Dempsey 12 2002-10-31 0.014605648 3.3
## 92 Morrison 06 2002-10-31 0.009973753 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 2.3
## 94 Pollard 10 2002-10-31 0.019823789 2.7
## 95 br. sud amont 01 2002-10-31 0.015096304 2.5
## 96 Malt 11 2002-10-31 0.019860440 4.4subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctINF_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.03956273 11.5
## 98 Dempsey 12 2021-07-28 0.01679790 16.1
## 99 Branche sud aval 03 2021-07-28 0.02683843 15.5
## 100 Sewell 08 2021-07-28 0.01859504 14.2
## 101 Waugh sanct. 07 2021-07-28 0.01737452 12.1
## 102 br. sud amont 01 2021-07-28 0.02677702 14.0
## 103 Morrison 06 2021-07-28 0.02419498 15.7
## 104 Malt 11 2021-07-28 0.03412162 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 16.9
## 106 Pollard 10 2021-07-28 0.02877358 14.6
## 107 Pok amont 04 2021-07-28 0.02593918 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 11.9
## 109 Malt 11 2021-08-31 0.02877358 12.0
## 110 Suggary 02 2021-08-31 0.03891336 11.0
## 111 Waugh sanct. 07 2021-08-31 0.03956273 12.8
## 112 Dempsey 12 2021-08-31 0.01679790 15.0
## 113 Branche sud aval 03 2021-08-31 0.02683843 15.0
## 114 Sewell 08 2021-08-31 0.01859504 14.6
## 115 Pollard 10 2021-08-31 0.01737452 15.7
## 116 br. sud amont 01 2021-08-31 0.02677702 13.7
## 117 Morrison 06 2021-08-31 0.02419498 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 16.4
## 120 Pok amont 04 2021-08-31 0.02593918 10.8
## 121 Suggary 02 2021-10-05 0.01871491 6.3
## 122 Morrison 06 2021-10-05 0.02877358 7.0
## 123 Malt 11 2021-10-05 0.02593918 8.5
## 124 Sewell 08 2021-10-05 0.03891336 8.0
## 125 Waugh sanct. 07 2021-10-05 0.03956273 9.0
## 126 Dempsey 12 2021-10-05 0.01679790 8.7
## 127 Branche sud aval 03 2021-10-05 0.02683843 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 7.9
## 129 Pollard 10 2021-10-05 0.01737452 8.7
## 130 br. sud amont 01 2021-10-05 0.02677702 7.3
## 131 Pok amont 04 2021-10-05 0.02419498 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 6.4
## 133 Malt 11 2021-10-28 0.03412162 7.1
## 134 Suggary 02 2021-10-28 0.01871491 6.7
## 135 br. sud amont 01 2021-10-28 0.02877358 7.0
## 136 Morrison 06 2021-10-28 0.01679790 6.4
## 137 Branche sud aval 03 2021-10-28 0.02593918 6.7
## 138 Sewell 08 2021-10-28 0.03891336 7.4
## 139 Waugh sanct. 07 2021-10-28 0.03956273 7.3
## 140 Dempsey 12 2021-10-28 0.02677702 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 7.2
## 143 Pollard 10 2021-10-28 0.01737452 7.5
## 144 Pok amont 04 2021-10-28 0.02419498 7.2
## 145 Pollard 10 2022-07-28 0.02877358 14.2
## 146 Morrison 06 2022-07-28 0.02419498 13.3
## 147 Malt 11 2022-07-28 0.03412162 12.9
## 148 Suggary 02 2022-07-28 0.01871491 11.4
## 149 br. sud amont 01 2022-07-28 0.03956273 14.9
## 150 Dempsey 12 2022-07-28 0.01679790 15.3
## 151 Branche sud aval 03 2022-07-28 0.02593918 15.5
## 152 Sewell 08 2022-07-28 0.03891336 15.1
## 153 Waugh sanct. 07 2022-07-28 0.01737452 13.1
## 154 Pok amont 04 2022-07-28 0.02677702 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 16.2
## 158 Pollard 10 2022-09-01 0.02877358 15.1
## 159 br. sud amont 01 2022-09-01 0.02677702 14.8
## 160 Morrison 06 2022-09-01 0.02419498 15.0
## 161 Malt 11 2022-09-01 0.03412162 12.3
## 162 Suggary 02 2022-09-01 0.03891336 11.9
## 163 Waugh sanct. 07 2022-09-01 0.03956273 14.0
## 164 Dempsey 12 2022-09-01 0.01679790 15.0
## 165 Branche sud aval 03 2022-09-01 0.02593918 16.2
## 166 Sewell 08 2022-09-01 0.01859504 15.9
## 167 Pok amont 04 2022-09-01 0.01737452 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 12.9
## 169 Sewell 08 2022-10-03 0.02877358 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 6.5
## 172 Pollard 10 2022-10-03 0.01737452 6.5
## 173 br. sud amont 01 2022-10-03 0.02677702 5.6
## 174 Morrison 06 2022-10-03 0.02419498 4.7
## 175 Malt 11 2022-10-03 0.02593918 7.9
## 176 Suggary 02 2022-10-03 0.03891336 4.5
## 177 Waugh sanct. 07 2022-10-03 0.03956273 6.3
## 178 Dempsey 12 2022-10-03 0.01679790 6.0
## 179 Branche sud aval 03 2022-10-03 0.02683843 6.2
## 180 Pok amont 04 2022-10-03 0.01859504 6.5
## 181 Branche sud aval 03 2022-11-01 0.01871491 6.5
## 182 Sewell 08 2022-11-01 0.02877358 7.1
## 183 Pok amont 04 2022-11-01 0.02419498 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 7.4
## 186 Pollard 10 2022-11-01 0.01737452 8.0
## 187 br. sud amont 01 2022-11-01 0.02677702 7.0
## 188 Morrison 06 2022-11-01 0.01679790 5.9
## 189 Malt 11 2022-11-01 0.02593918 7.6
## 190 Suggary 02 2022-11-01 0.03891336 6.5
## 191 Waugh sanct. 07 2022-11-01 0.03956273 7.3
## 192 Dempsey 12 2022-11-01 0.02683843 7.8ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Infrastructures_vs_Oxyg_dissous
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctINF_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.015096304 11.30
## 2 Morrison 06 2001-08-01 0.009973753 10.60
## 3 Malt 11 2001-08-01 0.019860440 11.80
## 4 Suggary 02 2001-08-01 0.008264463 10.50
## 5 Waugh sanct. 07 2001-08-01 0.011969112 10.40
## 6 Dempsey 12 2001-08-01 0.014605648 8.10
## 7 Branche sud aval 03 2001-08-01 0.008422603 11.00
## 8 Sewell 08 2001-08-01 0.008783784 11.10
## 9 Pok amont 04 2001-08-01 0.007485964 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 12.10
## 12 Pollard 10 2001-08-01 0.019823789 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 10.60
## 14 Pollard 10 2001-08-28 0.019823789 9.60
## 15 br. sud amont 01 2001-08-28 0.015096304 10.12
## 16 Morrison 06 2001-08-28 0.009973753 NaN
## 17 Malt 11 2001-08-28 0.019860440 10.60
## 18 Suggary 02 2001-08-28 0.008264463 9.45
## 19 Waugh sanct. 07 2001-08-28 0.011969112 10.00
## 20 Dempsey 12 2001-08-28 0.014605648 8.80
## 21 Branche sud aval 03 2001-08-28 0.008422603 10.00
## 22 Sewell 08 2001-08-28 0.008783784 9.40
## 23 Pok amont 04 2001-08-28 0.007485964 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 10.00
## 25 Pok amont 04 2001-09-26 0.007485964 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 8.51
## 28 Pollard 10 2001-09-26 0.019823789 8.40
## 29 br. sud amont 01 2001-09-26 0.015096304 8.50
## 30 Morrison 06 2001-09-26 0.009973753 8.60
## 31 Malt 11 2001-09-26 0.019860440 9.00
## 32 Suggary 02 2001-09-26 0.008264463 8.44
## 33 Waugh sanct. 07 2001-09-26 0.011969112 8.62
## 34 Dempsey 12 2001-09-26 0.014605648 8.30
## 35 Branche sud aval 03 2001-09-26 0.008422603 9.20
## 36 Sewell 08 2001-09-26 0.008783784 7.92
## 37 Sewell 08 2001-10-31 0.008783784 7.70
## 38 Pok amont 04 2001-10-31 0.007485964 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 9.46
## 40 Morrison 06 2001-10-31 0.009973753 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 8.70
## 42 Pollard 10 2001-10-31 0.019823789 8.85
## 43 br. sud amont 01 2001-10-31 0.015096304 7.80
## 44 Dempsey 12 2001-10-31 0.014605648 8.43
## 45 Malt 11 2001-10-31 0.019860440 9.20
## 46 Suggary 02 2001-10-31 0.008264463 7.30
## 47 Waugh sanct. 07 2001-10-31 0.011969112 8.00
## 48 Branche sud aval 03 2001-10-31 0.008422603 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 8.01
## 50 Branche sud aval 03 2002-07-29 0.008422603 8.50
## 51 Sewell 08 2002-07-29 0.008783784 7.60
## 52 Pok amont 04 2002-07-29 0.007485964 8.17
## 53 br. sud amont 01 2002-07-29 0.015096304 8.65
## 54 Morrison 06 2002-07-29 0.009973753 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 7.10
## 56 Pollard 10 2002-07-29 0.019823789 7.45
## 57 Waugh sanct. 07 2002-07-29 0.011969112 7.90
## 58 Dempsey 12 2002-07-29 0.014605648 8.30
## 59 Malt 11 2002-07-29 0.019860440 8.90
## 60 Suggary 02 2002-07-29 0.008264463 8.20
## 61 Pok amont 04 2002-08-28 0.007485964 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 9.46
## 63 Dempsey 12 2002-08-28 0.014605648 8.20
## 64 Branche sud aval 03 2002-08-28 0.008422603 10.41
## 65 Sewell 08 2002-08-28 0.008783784 9.80
## 66 Pollard 10 2002-08-28 0.019823789 9.02
## 67 br. sud amont 01 2002-08-28 0.015096304 10.20
## 68 Morrison 06 2002-08-28 0.009973753 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 11.05
## 70 Suggary 02 2002-08-28 0.008264463 11.24
## 71 Waugh sanct. 07 2002-08-28 0.011969112 10.00
## 72 Malt 11 2002-08-28 0.019860440 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 4.42
## 74 Sewell 08 2002-10-02 0.008783784 6.84
## 75 Pok amont 04 2002-10-02 0.007485964 7.20
## 76 Waugh sanct. 07 2002-10-02 0.011969112 6.10
## 77 Dempsey 12 2002-10-02 0.014605648 5.70
## 78 Branche sud aval 03 2002-10-02 0.008422603 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 7.49
## 80 Pollard 10 2002-10-02 0.019823789 6.80
## 81 br. sud amont 01 2002-10-02 0.015096304 7.16
## 82 Morrison 06 2002-10-02 0.009973753 7.60
## 83 Malt 11 2002-10-02 0.019860440 6.40
## 84 Suggary 02 2002-10-02 0.008264463 8.08
## 85 Pok amont 04 2002-10-31 0.007485964 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 8.50
## 87 Branche sud aval 03 2002-10-31 0.008422603 NaN
## 88 Sewell 08 2002-10-31 0.008783784 8.30
## 89 Suggary 02 2002-10-31 0.008264463 8.60
## 90 Waugh sanct. 07 2002-10-31 0.011969112 7.00
## 91 Dempsey 12 2002-10-31 0.014605648 7.40
## 92 Morrison 06 2002-10-31 0.009973753 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 7.60
## 94 Pollard 10 2002-10-31 0.019823789 7.60
## 95 br. sud amont 01 2002-10-31 0.015096304 8.20
## 96 Malt 11 2002-10-31 0.019860440 8.00subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctINF_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.03956273 9.68
## 98 Dempsey 12 2021-07-28 0.01679790 9.38
## 99 Branche sud aval 03 2021-07-28 0.02683843 8.51
## 100 Sewell 08 2021-07-28 0.01859504 9.29
## 101 Waugh sanct. 07 2021-07-28 0.01737452 9.84
## 102 br. sud amont 01 2021-07-28 0.02677702 8.43
## 103 Morrison 06 2021-07-28 0.02419498 9.04
## 104 Malt 11 2021-07-28 0.03412162 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 8.70
## 106 Pollard 10 2021-07-28 0.02877358 9.81
## 107 Pok amont 04 2021-07-28 0.02593918 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 10.29
## 109 Malt 11 2021-08-31 0.02877358 11.07
## 110 Suggary 02 2021-08-31 0.03891336 10.16
## 111 Waugh sanct. 07 2021-08-31 0.03956273 10.03
## 112 Dempsey 12 2021-08-31 0.01679790 9.51
## 113 Branche sud aval 03 2021-08-31 0.02683843 8.83
## 114 Sewell 08 2021-08-31 0.01859504 8.18
## 115 Pollard 10 2021-08-31 0.01737452 8.15
## 116 br. sud amont 01 2021-08-31 0.02677702 7.94
## 117 Morrison 06 2021-08-31 0.02419498 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 8.54
## 120 Pok amont 04 2021-08-31 0.02593918 8.70
## 121 Suggary 02 2021-10-05 0.01871491 12.14
## 122 Morrison 06 2021-10-05 0.02877358 11.19
## 123 Malt 11 2021-10-05 0.02593918 10.27
## 124 Sewell 08 2021-10-05 0.03891336 11.17
## 125 Waugh sanct. 07 2021-10-05 0.03956273 10.42
## 126 Dempsey 12 2021-10-05 0.01679790 10.86
## 127 Branche sud aval 03 2021-10-05 0.02683843 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 10.87
## 129 Pollard 10 2021-10-05 0.01737452 11.29
## 130 br. sud amont 01 2021-10-05 0.02677702 10.74
## 131 Pok amont 04 2021-10-05 0.02419498 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 11.40
## 133 Malt 11 2021-10-28 0.03412162 10.50
## 134 Suggary 02 2021-10-28 0.01871491 11.68
## 135 br. sud amont 01 2021-10-28 0.02877358 10.93
## 136 Morrison 06 2021-10-28 0.01679790 11.66
## 137 Branche sud aval 03 2021-10-28 0.02593918 11.22
## 138 Sewell 08 2021-10-28 0.03891336 11.44
## 139 Waugh sanct. 07 2021-10-28 0.03956273 10.96
## 140 Dempsey 12 2021-10-28 0.02677702 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 10.41
## 143 Pollard 10 2021-10-28 0.01737452 10.54
## 144 Pok amont 04 2021-10-28 0.02419498 10.80
## 145 Pollard 10 2022-07-28 0.02877358 10.75
## 146 Morrison 06 2022-07-28 0.02419498 10.00
## 147 Malt 11 2022-07-28 0.03412162 11.60
## 148 Suggary 02 2022-07-28 0.01871491 11.40
## 149 br. sud amont 01 2022-07-28 0.03956273 8.64
## 150 Dempsey 12 2022-07-28 0.01679790 9.34
## 151 Branche sud aval 03 2022-07-28 0.02593918 9.55
## 152 Sewell 08 2022-07-28 0.03891336 9.50
## 153 Waugh sanct. 07 2022-07-28 0.01737452 9.90
## 154 Pok amont 04 2022-07-28 0.02677702 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 9.19
## 158 Pollard 10 2022-09-01 0.02877358 10.25
## 159 br. sud amont 01 2022-09-01 0.02677702 8.28
## 160 Morrison 06 2022-09-01 0.02419498 9.52
## 161 Malt 11 2022-09-01 0.03412162 11.08
## 162 Suggary 02 2022-09-01 0.03891336 10.24
## 163 Waugh sanct. 07 2022-09-01 0.03956273 9.22
## 164 Dempsey 12 2022-09-01 0.01679790 9.44
## 165 Branche sud aval 03 2022-09-01 0.02593918 8.95
## 166 Sewell 08 2022-09-01 0.01859504 9.02
## 167 Pok amont 04 2022-09-01 0.01737452 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 10.06
## 169 Sewell 08 2022-10-03 0.02877358 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 12.20
## 172 Pollard 10 2022-10-03 0.01737452 13.04
## 173 br. sud amont 01 2022-10-03 0.02677702 11.04
## 174 Morrison 06 2022-10-03 0.02419498 12.92
## 175 Malt 11 2022-10-03 0.02593918 12.67
## 176 Suggary 02 2022-10-03 0.03891336 13.13
## 177 Waugh sanct. 07 2022-10-03 0.03956273 12.07
## 178 Dempsey 12 2022-10-03 0.01679790 11.87
## 179 Branche sud aval 03 2022-10-03 0.02683843 12.21
## 180 Pok amont 04 2022-10-03 0.01859504 10.04
## 181 Branche sud aval 03 2022-11-01 0.01871491 12.07
## 182 Sewell 08 2022-11-01 0.02877358 12.13
## 183 Pok amont 04 2022-11-01 0.02419498 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 11.17
## 186 Pollard 10 2022-11-01 0.01737452 10.85
## 187 br. sud amont 01 2022-11-01 0.02677702 11.78
## 188 Morrison 06 2022-11-01 0.01679790 12.66
## 189 Malt 11 2022-11-01 0.02593918 11.63
## 190 Suggary 02 2022-11-01 0.03891336 12.35
## 191 Waugh sanct. 07 2022-11-01 0.03956273 9.42
## 192 Dempsey 12 2022-11-01 0.02683843 11.07ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène dissous et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Infrastructures_vs_Conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctINF_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.015096304 171.0
## 2 Morrison 06 2001-08-01 0.009973753 114.0
## 3 Malt 11 2001-08-01 0.019860440 108.0
## 4 Suggary 02 2001-08-01 0.008264463 118.0
## 5 Waugh sanct. 07 2001-08-01 0.011969112 133.0
## 6 Dempsey 12 2001-08-01 0.014605648 128.0
## 7 Branche sud aval 03 2001-08-01 0.008422603 115.0
## 8 Sewell 08 2001-08-01 0.008783784 134.0
## 9 Pok amont 04 2001-08-01 0.007485964 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 100.0
## 12 Pollard 10 2001-08-01 0.019823789 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 105.0
## 14 Pollard 10 2001-08-28 0.019823789 162.0
## 15 br. sud amont 01 2001-08-28 0.015096304 177.0
## 16 Morrison 06 2001-08-28 0.009973753 115.0
## 17 Malt 11 2001-08-28 0.019860440 90.3
## 18 Suggary 02 2001-08-28 0.008264463 119.0
## 19 Waugh sanct. 07 2001-08-28 0.011969112 132.0
## 20 Dempsey 12 2001-08-28 0.014605648 129.0
## 21 Branche sud aval 03 2001-08-28 0.008422603 113.0
## 22 Sewell 08 2001-08-28 0.008783784 150.0
## 23 Pok amont 04 2001-08-28 0.007485964 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 112.0
## 25 Pok amont 04 2001-09-26 0.007485964 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 111.0
## 28 Pollard 10 2001-09-26 0.019823789 153.5
## 29 br. sud amont 01 2001-09-26 0.015096304 158.0
## 30 Morrison 06 2001-09-26 0.009973753 117.0
## 31 Malt 11 2001-09-26 0.019860440 97.7
## 32 Suggary 02 2001-09-26 0.008264463 139.0
## 33 Waugh sanct. 07 2001-09-26 0.011969112 136.0
## 34 Dempsey 12 2001-09-26 0.014605648 137.0
## 35 Branche sud aval 03 2001-09-26 0.008422603 123.0
## 36 Sewell 08 2001-09-26 0.008783784 173.0
## 37 Sewell 08 2001-10-31 0.008783784 111.0
## 38 Pok amont 04 2001-10-31 0.007485964 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 112.0
## 40 Morrison 06 2001-10-31 0.009973753 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 87.2
## 42 Pollard 10 2001-10-31 0.019823789 164.0
## 43 br. sud amont 01 2001-10-31 0.015096304 162.0
## 44 Dempsey 12 2001-10-31 0.014605648 128.0
## 45 Malt 11 2001-10-31 0.019860440 98.8
## 46 Suggary 02 2001-10-31 0.008264463 120.0
## 47 Waugh sanct. 07 2001-10-31 0.011969112 102.0
## 48 Branche sud aval 03 2001-10-31 0.008422603 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 112.0
## 50 Branche sud aval 03 2002-07-29 0.008422603 116.0
## 51 Sewell 08 2002-07-29 0.008783784 139.0
## 52 Pok amont 04 2002-07-29 0.007485964 57.1
## 53 br. sud amont 01 2002-07-29 0.015096304 148.0
## 54 Morrison 06 2002-07-29 0.009973753 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 105.0
## 56 Pollard 10 2002-07-29 0.019823789 162.0
## 57 Waugh sanct. 07 2002-07-29 0.011969112 133.0
## 58 Dempsey 12 2002-07-29 0.014605648 143.0
## 59 Malt 11 2002-07-29 0.019860440 96.6
## 60 Suggary 02 2002-07-29 0.008264463 110.0
## 61 Pok amont 04 2002-08-28 0.007485964 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 115.0
## 63 Dempsey 12 2002-08-28 0.014605648 144.0
## 64 Branche sud aval 03 2002-08-28 0.008422603 121.0
## 65 Sewell 08 2002-08-28 0.008783784 168.0
## 66 Pollard 10 2002-08-28 0.019823789 164.0
## 67 br. sud amont 01 2002-08-28 0.015096304 185.0
## 68 Morrison 06 2002-08-28 0.009973753 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 111.0
## 70 Suggary 02 2002-08-28 0.008264463 110.5
## 71 Waugh sanct. 07 2002-08-28 0.011969112 135.0
## 72 Malt 11 2002-08-28 0.019860440 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 120.0
## 74 Sewell 08 2002-10-02 0.008783784 158.0
## 75 Pok amont 04 2002-10-02 0.007485964 69.4
## 76 Waugh sanct. 07 2002-10-02 0.011969112 148.0
## 77 Dempsey 12 2002-10-02 0.014605648 145.0
## 78 Branche sud aval 03 2002-10-02 0.008422603 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 108.0
## 80 Pollard 10 2002-10-02 0.019823789 176.0
## 81 br. sud amont 01 2002-10-02 0.015096304 194.0
## 82 Morrison 06 2002-10-02 0.009973753 128.0
## 83 Malt 11 2002-10-02 0.019860440 106.0
## 84 Suggary 02 2002-10-02 0.008264463 114.0
## 85 Pok amont 04 2002-10-31 0.007485964 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 122.0
## 87 Branche sud aval 03 2002-10-31 0.008422603 126.0
## 88 Sewell 08 2002-10-31 0.008783784 120.0
## 89 Suggary 02 2002-10-31 0.008264463 118.0
## 90 Waugh sanct. 07 2002-10-31 0.011969112 129.0
## 91 Dempsey 12 2002-10-31 0.014605648 141.0
## 92 Morrison 06 2002-10-31 0.009973753 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 103.0
## 94 Pollard 10 2002-10-31 0.019823789 176.0
## 95 br. sud amont 01 2002-10-31 0.015096304 175.5
## 96 Malt 11 2002-10-31 0.019860440 107.0subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctINF_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.03956273
## 98 Dempsey 12 2021-07-28 0.01679790
## 99 Branche sud aval 03 2021-07-28 0.02683843
## 100 Sewell 08 2021-07-28 0.01859504
## 101 Waugh sanct. 07 2021-07-28 0.01737452
## 102 br. sud amont 01 2021-07-28 0.02677702
## 103 Morrison 06 2021-07-28 0.02419498
## 104 Malt 11 2021-07-28 0.03412162
## 105 McConnell Six Rd 05 2021-07-28 0.01871491
## 106 Pollard 10 2021-07-28 0.02877358
## 107 Pok amont 04 2021-07-28 0.02593918
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336
## 109 Malt 11 2021-08-31 0.02877358
## 110 Suggary 02 2021-08-31 0.03891336
## 111 Waugh sanct. 07 2021-08-31 0.03956273
## 112 Dempsey 12 2021-08-31 0.01679790
## 113 Branche sud aval 03 2021-08-31 0.02683843
## 114 Sewell 08 2021-08-31 0.01859504
## 115 Pollard 10 2021-08-31 0.01737452
## 116 br. sud amont 01 2021-08-31 0.02677702
## 117 Morrison 06 2021-08-31 0.02419498
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162
## 119 McConnell Six Rd 05 2021-08-31 0.01871491
## 120 Pok amont 04 2021-08-31 0.02593918
## 121 Suggary 02 2021-10-05 0.01871491
## 122 Morrison 06 2021-10-05 0.02877358
## 123 Malt 11 2021-10-05 0.02593918
## 124 Sewell 08 2021-10-05 0.03891336
## 125 Waugh sanct. 07 2021-10-05 0.03956273
## 126 Dempsey 12 2021-10-05 0.01679790
## 127 Branche sud aval 03 2021-10-05 0.02683843
## 128 McConnell Six Rd 05 2021-10-05 0.01859504
## 129 Pollard 10 2021-10-05 0.01737452
## 130 br. sud amont 01 2021-10-05 0.02677702
## 131 Pok amont 04 2021-10-05 0.02419498
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162
## 133 Malt 11 2021-10-28 0.03412162
## 134 Suggary 02 2021-10-28 0.01871491
## 135 br. sud amont 01 2021-10-28 0.02877358
## 136 Morrison 06 2021-10-28 0.01679790
## 137 Branche sud aval 03 2021-10-28 0.02593918
## 138 Sewell 08 2021-10-28 0.03891336
## 139 Waugh sanct. 07 2021-10-28 0.03956273
## 140 Dempsey 12 2021-10-28 0.02677702
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843
## 142 McConnell Six Rd 05 2021-10-28 0.01859504
## 143 Pollard 10 2021-10-28 0.01737452
## 144 Pok amont 04 2021-10-28 0.02419498
## 145 Pollard 10 2022-07-28 0.02877358
## 146 Morrison 06 2022-07-28 0.02419498
## 147 Malt 11 2022-07-28 0.03412162
## 148 Suggary 02 2022-07-28 0.01871491
## 149 br. sud amont 01 2022-07-28 0.03956273
## 150 Dempsey 12 2022-07-28 0.01679790
## 151 Branche sud aval 03 2022-07-28 0.02593918
## 152 Sewell 08 2022-07-28 0.03891336
## 153 Waugh sanct. 07 2022-07-28 0.01737452
## 154 Pok amont 04 2022-07-28 0.02677702
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843
## 156 McConnell Six Rd 05 2022-07-28 0.01859504
## 157 McConnell Six Rd 05 2022-09-01 0.01871491
## 158 Pollard 10 2022-09-01 0.02877358
## 159 br. sud amont 01 2022-09-01 0.02677702
## 160 Morrison 06 2022-09-01 0.02419498
## 161 Malt 11 2022-09-01 0.03412162
## 162 Suggary 02 2022-09-01 0.03891336
## 163 Waugh sanct. 07 2022-09-01 0.03956273
## 164 Dempsey 12 2022-09-01 0.01679790
## 165 Branche sud aval 03 2022-09-01 0.02593918
## 166 Sewell 08 2022-09-01 0.01859504
## 167 Pok amont 04 2022-09-01 0.01737452
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843
## 169 Sewell 08 2022-10-03 0.02877358
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162
## 171 McConnell Six Rd 05 2022-10-03 0.01871491
## 172 Pollard 10 2022-10-03 0.01737452
## 173 br. sud amont 01 2022-10-03 0.02677702
## 174 Morrison 06 2022-10-03 0.02419498
## 175 Malt 11 2022-10-03 0.02593918
## 176 Suggary 02 2022-10-03 0.03891336
## 177 Waugh sanct. 07 2022-10-03 0.03956273
## 178 Dempsey 12 2022-10-03 0.01679790
## 179 Branche sud aval 03 2022-10-03 0.02683843
## 180 Pok amont 04 2022-10-03 0.01859504
## 181 Branche sud aval 03 2022-11-01 0.01871491
## 182 Sewell 08 2022-11-01 0.02877358
## 183 Pok amont 04 2022-11-01 0.02419498
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162
## 185 McConnell Six Rd 05 2022-11-01 0.01859504
## 186 Pollard 10 2022-11-01 0.01737452
## 187 br. sud amont 01 2022-11-01 0.02677702
## 188 Morrison 06 2022-11-01 0.01679790
## 189 Malt 11 2022-11-01 0.02593918
## 190 Suggary 02 2022-11-01 0.03891336
## 191 Waugh sanct. 07 2022-11-01 0.03956273
## 192 Dempsey 12 2022-11-01 0.02683843
## Conductivity_microS_cm
## 97 109
## 98 139
## 99 119
## 100 131
## 101 128
## 102 177
## 103 122
## 104 90
## 105 115
## 106 166
## 107 60
## 108 109
## 109 96
## 110 116
## 111 138
## 112 152
## 113 125
## 114 161
## 115 196
## 116 199
## 117 129
## 118 118
## 119 114
## 120 70
## 121 98
## 122 114
## 123 74
## 124 72
## 125 70
## 126 96
## 127 86
## 128 90
## 129 128
## 130 91
## 131 52
## 132 95
## 133 80
## 134 100
## 135 114
## 136 118
## 137 97
## 138 81
## 139 88
## 140 113
## 141 102
## 142 97
## 143 139
## 144 54
## 145 163
## 146 119
## 147 88
## 148 107
## 149 161
## 150 134
## 151 113
## 152 113
## 153 126
## 154 59
## 155 108
## 156 113
## 157 107
## 158 178
## 159 180
## 160 117
## 161 88
## 162 104
## 163 114
## 164 137
## 165 117
## 166 116
## 167 63
## 168 108
## 169 114
## 170 113
## 171 94
## 172 179
## 173 182
## 174 120
## 175 95
## 176 107
## 177 114
## 178 143
## 179 118
## 180 64
## 181 112
## 182 92
## 183 69
## 184 112
## 185 92
## 186 177
## 187 144
## 188 125
## 189 91
## 190 108
## 191 92
## 192 136ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Infrastructures_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,pH_units))## Station2 Date pctINF_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.015096304 8.200
## 2 Morrison 06 2001-08-01 0.009973753 7.950
## 3 Malt 11 2001-08-01 0.019860440 7.860
## 4 Suggary 02 2001-08-01 0.008264463 8.020
## 5 Waugh sanct. 07 2001-08-01 0.011969112 7.970
## 6 Dempsey 12 2001-08-01 0.014605648 7.960
## 7 Branche sud aval 03 2001-08-01 0.008422603 8.030
## 8 Sewell 08 2001-08-01 0.008783784 8.020
## 9 Pok amont 04 2001-08-01 0.007485964 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 7.860
## 12 Pollard 10 2001-08-01 0.019823789 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 7.910
## 14 Pollard 10 2001-08-28 0.019823789 7.860
## 15 br. sud amont 01 2001-08-28 0.015096304 7.980
## 16 Morrison 06 2001-08-28 0.009973753 7.940
## 17 Malt 11 2001-08-28 0.019860440 7.460
## 18 Suggary 02 2001-08-28 0.008264463 7.880
## 19 Waugh sanct. 07 2001-08-28 0.011969112 7.890
## 20 Dempsey 12 2001-08-28 0.014605648 7.760
## 21 Branche sud aval 03 2001-08-28 0.008422603 7.890
## 22 Sewell 08 2001-08-28 0.008783784 7.900
## 23 Pok amont 04 2001-08-28 0.007485964 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 7.770
## 25 Pok amont 04 2001-09-26 0.007485964 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 7.870
## 28 Pollard 10 2001-09-26 0.019823789 7.850
## 29 br. sud amont 01 2001-09-26 0.015096304 8.050
## 30 Morrison 06 2001-09-26 0.009973753 8.020
## 31 Malt 11 2001-09-26 0.019860440 7.710
## 32 Suggary 02 2001-09-26 0.008264463 8.080
## 33 Waugh sanct. 07 2001-09-26 0.011969112 8.020
## 34 Dempsey 12 2001-09-26 0.014605648 7.950
## 35 Branche sud aval 03 2001-09-26 0.008422603 8.040
## 36 Sewell 08 2001-09-26 0.008783784 8.060
## 37 Sewell 08 2001-10-31 0.008783784 7.740
## 38 Pok amont 04 2001-10-31 0.007485964 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 7.950
## 40 Morrison 06 2001-10-31 0.009973753 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 7.500
## 42 Pollard 10 2001-10-31 0.019823789 7.870
## 43 br. sud amont 01 2001-10-31 0.015096304 7.960
## 44 Dempsey 12 2001-10-31 0.014605648 7.820
## 45 Malt 11 2001-10-31 0.019860440 7.530
## 46 Suggary 02 2001-10-31 0.008264463 7.650
## 47 Waugh sanct. 07 2001-10-31 0.011969112 7.410
## 48 Branche sud aval 03 2001-10-31 0.008422603 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 7.840
## 50 Branche sud aval 03 2002-07-29 0.008422603 7.870
## 51 Sewell 08 2002-07-29 0.008783784 7.840
## 52 Pok amont 04 2002-07-29 0.007485964 7.180
## 53 br. sud amont 01 2002-07-29 0.015096304 7.840
## 54 Morrison 06 2002-07-29 0.009973753 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 7.580
## 56 Pollard 10 2002-07-29 0.019823789 7.730
## 57 Waugh sanct. 07 2002-07-29 0.011969112 7.700
## 58 Dempsey 12 2002-07-29 0.014605648 7.755
## 59 Malt 11 2002-07-29 0.019860440 7.420
## 60 Suggary 02 2002-07-29 0.008264463 7.740
## 61 Pok amont 04 2002-08-28 0.007485964 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 7.800
## 63 Dempsey 12 2002-08-28 0.014605648 7.690
## 64 Branche sud aval 03 2002-08-28 0.008422603 7.850
## 65 Sewell 08 2002-08-28 0.008783784 7.920
## 66 Pollard 10 2002-08-28 0.019823789 7.730
## 67 br. sud amont 01 2002-08-28 0.015096304 8.070
## 68 Morrison 06 2002-08-28 0.009973753 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 7.790
## 70 Suggary 02 2002-08-28 0.008264463 7.815
## 71 Waugh sanct. 07 2002-08-28 0.011969112 7.750
## 72 Malt 11 2002-08-28 0.019860440 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 7.830
## 74 Sewell 08 2002-10-02 0.008783784 7.820
## 75 Pok amont 04 2002-10-02 0.007485964 7.270
## 76 Waugh sanct. 07 2002-10-02 0.011969112 7.760
## 77 Dempsey 12 2002-10-02 0.014605648 7.640
## 78 Branche sud aval 03 2002-10-02 0.008422603 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 7.650
## 80 Pollard 10 2002-10-02 0.019823789 7.720
## 81 br. sud amont 01 2002-10-02 0.015096304 7.970
## 82 Morrison 06 2002-10-02 0.009973753 7.890
## 83 Malt 11 2002-10-02 0.019860440 7.380
## 84 Suggary 02 2002-10-02 0.008264463 7.830
## 85 Pok amont 04 2002-10-31 0.007485964 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 7.820
## 87 Branche sud aval 03 2002-10-31 0.008422603 NaN
## 88 Sewell 08 2002-10-31 0.008783784 7.550
## 89 Suggary 02 2002-10-31 0.008264463 7.770
## 90 Waugh sanct. 07 2002-10-31 0.011969112 7.580
## 91 Dempsey 12 2002-10-31 0.014605648 7.690
## 92 Morrison 06 2002-10-31 0.009973753 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 7.440
## 94 Pollard 10 2002-10-31 0.019823789 7.780
## 95 br. sud amont 01 2002-10-31 0.015096304 7.865
## 96 Malt 11 2002-10-31 0.019860440 7.560subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,pH_units))## Station2 Date pctINF_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.03956273 7.5
## 98 Dempsey 12 2021-07-28 0.01679790 7.6
## 99 Branche sud aval 03 2021-07-28 0.02683843 7.6
## 100 Sewell 08 2021-07-28 0.01859504 7.7
## 101 Waugh sanct. 07 2021-07-28 0.01737452 7.6
## 102 br. sud amont 01 2021-07-28 0.02677702 7.6
## 103 Morrison 06 2021-07-28 0.02419498 7.4
## 104 Malt 11 2021-07-28 0.03412162 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 7.6
## 106 Pollard 10 2021-07-28 0.02877358 7.6
## 107 Pok amont 04 2021-07-28 0.02593918 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 7.6
## 109 Malt 11 2021-08-31 0.02877358 7.3
## 110 Suggary 02 2021-08-31 0.03891336 7.6
## 111 Waugh sanct. 07 2021-08-31 0.03956273 7.8
## 112 Dempsey 12 2021-08-31 0.01679790 7.6
## 113 Branche sud aval 03 2021-08-31 0.02683843 7.8
## 114 Sewell 08 2021-08-31 0.01859504 7.8
## 115 Pollard 10 2021-08-31 0.01737452 7.8
## 116 br. sud amont 01 2021-08-31 0.02677702 7.5
## 117 Morrison 06 2021-08-31 0.02419498 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 7.7
## 120 Pok amont 04 2021-08-31 0.02593918 7.1
## 121 Suggary 02 2021-10-05 0.01871491 7.6
## 122 Morrison 06 2021-10-05 0.02877358 7.1
## 123 Malt 11 2021-10-05 0.02593918 7.1
## 124 Sewell 08 2021-10-05 0.03891336 7.5
## 125 Waugh sanct. 07 2021-10-05 0.03956273 7.2
## 126 Dempsey 12 2021-10-05 0.01679790 7.3
## 127 Branche sud aval 03 2021-10-05 0.02683843 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 7.4
## 129 Pollard 10 2021-10-05 0.01737452 7.5
## 130 br. sud amont 01 2021-10-05 0.02677702 7.2
## 131 Pok amont 04 2021-10-05 0.02419498 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 7.2
## 133 Malt 11 2021-10-28 0.03412162 7.0
## 134 Suggary 02 2021-10-28 0.01871491 7.6
## 135 br. sud amont 01 2021-10-28 0.02877358 7.5
## 136 Morrison 06 2021-10-28 0.01679790 7.6
## 137 Branche sud aval 03 2021-10-28 0.02593918 7.6
## 138 Sewell 08 2021-10-28 0.03891336 7.5
## 139 Waugh sanct. 07 2021-10-28 0.03956273 7.5
## 140 Dempsey 12 2021-10-28 0.02677702 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 7.5
## 143 Pollard 10 2021-10-28 0.01737452 7.7
## 144 Pok amont 04 2021-10-28 0.02419498 7.5
## 145 Pollard 10 2022-07-28 0.02877358 7.7
## 146 Morrison 06 2022-07-28 0.02419498 7.8
## 147 Malt 11 2022-07-28 0.03412162 7.6
## 148 Suggary 02 2022-07-28 0.01871491 7.7
## 149 br. sud amont 01 2022-07-28 0.03956273 7.9
## 150 Dempsey 12 2022-07-28 0.01679790 7.8
## 151 Branche sud aval 03 2022-07-28 0.02593918 7.8
## 152 Sewell 08 2022-07-28 0.03891336 7.7
## 153 Waugh sanct. 07 2022-07-28 0.01737452 7.8
## 154 Pok amont 04 2022-07-28 0.02677702 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 7.8
## 158 Pollard 10 2022-09-01 0.02877358 7.8
## 159 br. sud amont 01 2022-09-01 0.02677702 8.0
## 160 Morrison 06 2022-09-01 0.02419498 8.0
## 161 Malt 11 2022-09-01 0.03412162 7.7
## 162 Suggary 02 2022-09-01 0.03891336 7.8
## 163 Waugh sanct. 07 2022-09-01 0.03956273 7.9
## 164 Dempsey 12 2022-09-01 0.01679790 7.9
## 165 Branche sud aval 03 2022-09-01 0.02593918 7.9
## 166 Sewell 08 2022-09-01 0.01859504 7.9
## 167 Pok amont 04 2022-09-01 0.01737452 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 7.8
## 169 Sewell 08 2022-10-03 0.02877358 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 7.5
## 172 Pollard 10 2022-10-03 0.01737452 7.8
## 173 br. sud amont 01 2022-10-03 0.02677702 7.9
## 174 Morrison 06 2022-10-03 0.02419498 7.9
## 175 Malt 11 2022-10-03 0.02593918 7.5
## 176 Suggary 02 2022-10-03 0.03891336 7.7
## 177 Waugh sanct. 07 2022-10-03 0.03956273 7.6
## 178 Dempsey 12 2022-10-03 0.01679790 7.7
## 179 Branche sud aval 03 2022-10-03 0.02683843 7.8
## 180 Pok amont 04 2022-10-03 0.01859504 7.1
## 181 Branche sud aval 03 2022-11-01 0.01871491 7.6
## 182 Sewell 08 2022-11-01 0.02877358 7.5
## 183 Pok amont 04 2022-11-01 0.02419498 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 7.3
## 186 Pollard 10 2022-11-01 0.01737452 7.6
## 187 br. sud amont 01 2022-11-01 0.02677702 7.5
## 188 Morrison 06 2022-11-01 0.01679790 7.8
## 189 Malt 11 2022-11-01 0.02593918 7.0
## 190 Suggary 02 2022-11-01 0.03891336 7.5
## 191 Waugh sanct. 07 2022-11-01 0.03956273 7.2
## 192 Dempsey 12 2022-11-01 0.02683843 7.4ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
# Infrastructures_vs_turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Turbidity_NTU))## Station2 Date pctINF_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.015096304 6.400
## 2 Morrison 06 2001-08-01 0.009973753 0.600
## 3 Malt 11 2001-08-01 0.019860440 1.600
## 4 Suggary 02 2001-08-01 0.008264463 0.700
## 5 Waugh sanct. 07 2001-08-01 0.011969112 1.200
## 6 Dempsey 12 2001-08-01 0.014605648 1.300
## 7 Branche sud aval 03 2001-08-01 0.008422603 0.500
## 8 Sewell 08 2001-08-01 0.008783784 1.500
## 9 Pok amont 04 2001-08-01 0.007485964 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 0.100
## 12 Pollard 10 2001-08-01 0.019823789 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 1.200
## 14 Pollard 10 2001-08-28 0.019823789 0.800
## 15 br. sud amont 01 2001-08-28 0.015096304 6.100
## 16 Morrison 06 2001-08-28 0.009973753 0.700
## 17 Malt 11 2001-08-28 0.019860440 0.500
## 18 Suggary 02 2001-08-28 0.008264463 3.500
## 19 Waugh sanct. 07 2001-08-28 0.011969112 1.000
## 20 Dempsey 12 2001-08-28 0.014605648 1.700
## 21 Branche sud aval 03 2001-08-28 0.008422603 0.900
## 22 Sewell 08 2001-08-28 0.008783784 6.500
## 23 Pok amont 04 2001-08-28 0.007485964 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 1.000
## 25 Pok amont 04 2001-09-26 0.007485964 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 1.200
## 28 Pollard 10 2001-09-26 0.019823789 1.150
## 29 br. sud amont 01 2001-09-26 0.015096304 44.800
## 30 Morrison 06 2001-09-26 0.009973753 0.900
## 31 Malt 11 2001-09-26 0.019860440 7.800
## 32 Suggary 02 2001-09-26 0.008264463 1.700
## 33 Waugh sanct. 07 2001-09-26 0.011969112 1.200
## 34 Dempsey 12 2001-09-26 0.014605648 1.500
## 35 Branche sud aval 03 2001-09-26 0.008422603 2.400
## 36 Sewell 08 2001-09-26 0.008783784 3.000
## 37 Sewell 08 2001-10-31 0.008783784 5.500
## 38 Pok amont 04 2001-10-31 0.007485964 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 1.000
## 40 Morrison 06 2001-10-31 0.009973753 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 1.400
## 42 Pollard 10 2001-10-31 0.019823789 0.600
## 43 br. sud amont 01 2001-10-31 0.015096304 1.100
## 44 Dempsey 12 2001-10-31 0.014605648 1.700
## 45 Malt 11 2001-10-31 0.019860440 0.800
## 46 Suggary 02 2001-10-31 0.008264463 2.050
## 47 Waugh sanct. 07 2001-10-31 0.011969112 1.200
## 48 Branche sud aval 03 2001-10-31 0.008422603 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 0.780
## 50 Branche sud aval 03 2002-07-29 0.008422603 1.170
## 51 Sewell 08 2002-07-29 0.008783784 4.960
## 52 Pok amont 04 2002-07-29 0.007485964 0.190
## 53 br. sud amont 01 2002-07-29 0.015096304 0.900
## 54 Morrison 06 2002-07-29 0.009973753 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 1.520
## 56 Pollard 10 2002-07-29 0.019823789 1.630
## 57 Waugh sanct. 07 2002-07-29 0.011969112 1.110
## 58 Dempsey 12 2002-07-29 0.014605648 1.970
## 59 Malt 11 2002-07-29 0.019860440 0.400
## 60 Suggary 02 2002-07-29 0.008264463 0.430
## 61 Pok amont 04 2002-08-28 0.007485964 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 1.320
## 63 Dempsey 12 2002-08-28 0.014605648 4.440
## 64 Branche sud aval 03 2002-08-28 0.008422603 1.150
## 65 Sewell 08 2002-08-28 0.008783784 2.960
## 66 Pollard 10 2002-08-28 0.019823789 0.950
## 67 br. sud amont 01 2002-08-28 0.015096304 0.570
## 68 Morrison 06 2002-08-28 0.009973753 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 1.340
## 70 Suggary 02 2002-08-28 0.008264463 0.820
## 71 Waugh sanct. 07 2002-08-28 0.011969112 1.510
## 72 Malt 11 2002-08-28 0.019860440 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 0.940
## 74 Sewell 08 2002-10-02 0.008783784 5.255
## 75 Pok amont 04 2002-10-02 0.007485964 0.280
## 76 Waugh sanct. 07 2002-10-02 0.011969112 1.280
## 77 Dempsey 12 2002-10-02 0.014605648 3.770
## 78 Branche sud aval 03 2002-10-02 0.008422603 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 2.110
## 80 Pollard 10 2002-10-02 0.019823789 0.690
## 81 br. sud amont 01 2002-10-02 0.015096304 0.740
## 82 Morrison 06 2002-10-02 0.009973753 0.770
## 83 Malt 11 2002-10-02 0.019860440 0.600
## 84 Suggary 02 2002-10-02 0.008264463 0.480
## 85 Pok amont 04 2002-10-31 0.007485964 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 0.870
## 87 Branche sud aval 03 2002-10-31 0.008422603 NaN
## 88 Sewell 08 2002-10-31 0.008783784 8.740
## 89 Suggary 02 2002-10-31 0.008264463 0.410
## 90 Waugh sanct. 07 2002-10-31 0.011969112 1.440
## 91 Dempsey 12 2002-10-31 0.014605648 2.880
## 92 Morrison 06 2002-10-31 0.009973753 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 1.500
## 94 Pollard 10 2002-10-31 0.019823789 1.060
## 95 br. sud amont 01 2002-10-31 0.015096304 1.220
## 96 Malt 11 2002-10-31 0.019860440 0.900subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Turbidity_NTU))## Station2 Date pctINF_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.03956273 1.2
## 98 Dempsey 12 2021-07-28 0.01679790 1.6
## 99 Branche sud aval 03 2021-07-28 0.02683843 1.8
## 100 Sewell 08 2021-07-28 0.01859504 3.5
## 101 Waugh sanct. 07 2021-07-28 0.01737452 1.1
## 102 br. sud amont 01 2021-07-28 0.02677702 2.3
## 103 Morrison 06 2021-07-28 0.02419498 1.4
## 104 Malt 11 2021-07-28 0.03412162 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 1.9
## 106 Pollard 10 2021-07-28 0.02877358 1.2
## 107 Pok amont 04 2021-07-28 0.02593918 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 1.7
## 109 Malt 11 2021-08-31 0.02877358 0.5
## 110 Suggary 02 2021-08-31 0.03891336 0.7
## 111 Waugh sanct. 07 2021-08-31 0.03956273 1.1
## 112 Dempsey 12 2021-08-31 0.01679790 1.7
## 113 Branche sud aval 03 2021-08-31 0.02683843 1.7
## 114 Sewell 08 2021-08-31 0.01859504 3.0
## 115 Pollard 10 2021-08-31 0.01737452 1.7
## 116 br. sud amont 01 2021-08-31 0.02677702 5.6
## 117 Morrison 06 2021-08-31 0.02419498 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 3.2
## 120 Pok amont 04 2021-08-31 0.02593918 1.5
## 121 Suggary 02 2021-10-05 0.01871491 0.7
## 122 Morrison 06 2021-10-05 0.02877358 1.4
## 123 Malt 11 2021-10-05 0.02593918 0.9
## 124 Sewell 08 2021-10-05 0.03891336 4.2
## 125 Waugh sanct. 07 2021-10-05 0.03956273 1.2
## 126 Dempsey 12 2021-10-05 0.01679790 1.8
## 127 Branche sud aval 03 2021-10-05 0.02683843 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 1.8
## 129 Pollard 10 2021-10-05 0.01737452 1.8
## 130 br. sud amont 01 2021-10-05 0.02677702 3.7
## 131 Pok amont 04 2021-10-05 0.02419498 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 1.4
## 133 Malt 11 2021-10-28 0.03412162 0.5
## 134 Suggary 02 2021-10-28 0.01871491 0.2
## 135 br. sud amont 01 2021-10-28 0.02877358 1.9
## 136 Morrison 06 2021-10-28 0.01679790 0.6
## 137 Branche sud aval 03 2021-10-28 0.02593918 1.3
## 138 Sewell 08 2021-10-28 0.03891336 2.8
## 139 Waugh sanct. 07 2021-10-28 0.03956273 1.0
## 140 Dempsey 12 2021-10-28 0.02677702 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 1.4
## 143 Pollard 10 2021-10-28 0.01737452 0.8
## 144 Pok amont 04 2021-10-28 0.02419498 0.6
## 145 Pollard 10 2022-07-28 0.02877358 0.4
## 146 Morrison 06 2022-07-28 0.02419498 0.7
## 147 Malt 11 2022-07-28 0.03412162 0.4
## 148 Suggary 02 2022-07-28 0.01871491 0.5
## 149 br. sud amont 01 2022-07-28 0.03956273 2.7
## 150 Dempsey 12 2022-07-28 0.01679790 1.2
## 151 Branche sud aval 03 2022-07-28 0.02593918 2.1
## 152 Sewell 08 2022-07-28 0.03891336 1.8
## 153 Waugh sanct. 07 2022-07-28 0.01737452 1.0
## 154 Pok amont 04 2022-07-28 0.02677702 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 1.9
## 158 Pollard 10 2022-09-01 0.02877358 1.3
## 159 br. sud amont 01 2022-09-01 0.02677702 3.0
## 160 Morrison 06 2022-09-01 0.02419498 2.4
## 161 Malt 11 2022-09-01 0.03412162 0.5
## 162 Suggary 02 2022-09-01 0.03891336 0.7
## 163 Waugh sanct. 07 2022-09-01 0.03956273 1.8
## 164 Dempsey 12 2022-09-01 0.01679790 2.2
## 165 Branche sud aval 03 2022-09-01 0.02593918 1.9
## 166 Sewell 08 2022-09-01 0.01859504 2.6
## 167 Pok amont 04 2022-09-01 0.01737452 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 1.4
## 169 Sewell 08 2022-10-03 0.02877358 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 1.9
## 172 Pollard 10 2022-10-03 0.01737452 0.4
## 173 br. sud amont 01 2022-10-03 0.02677702 2.8
## 174 Morrison 06 2022-10-03 0.02419498 1.0
## 175 Malt 11 2022-10-03 0.02593918 0.4
## 176 Suggary 02 2022-10-03 0.03891336 0.3
## 177 Waugh sanct. 07 2022-10-03 0.03956273 1.3
## 178 Dempsey 12 2022-10-03 0.01679790 1.3
## 179 Branche sud aval 03 2022-10-03 0.02683843 1.6
## 180 Pok amont 04 2022-10-03 0.01859504 1.5
## 181 Branche sud aval 03 2022-11-01 0.01871491 2.6
## 182 Sewell 08 2022-11-01 0.02877358 5.4
## 183 Pok amont 04 2022-11-01 0.02419498 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 2.0
## 186 Pollard 10 2022-11-01 0.01737452 0.7
## 187 br. sud amont 01 2022-11-01 0.02677702 4.8
## 188 Morrison 06 2022-11-01 0.01679790 2.8
## 189 Malt 11 2022-11-01 0.02593918 1.5
## 190 Suggary 02 2022-11-01 0.03891336 0.7
## 191 Waugh sanct. 07 2022-11-01 0.03956273 1.6
## 192 Dempsey 12 2022-11-01 0.02683843 4.2ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=log10(Turbidity_NTU),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=log10(Turbidity_NTU),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 3 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Infrastructures_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Colour_TCU))## Station2 Date pctINF_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.015096304 5.0
## 2 Morrison 06 2001-08-01 0.009973753 10.0
## 3 Malt 11 2001-08-01 0.019860440 10.0
## 4 Suggary 02 2001-08-01 0.008264463 5.0
## 5 Waugh sanct. 07 2001-08-01 0.011969112 20.0
## 6 Dempsey 12 2001-08-01 0.014605648 15.0
## 7 Branche sud aval 03 2001-08-01 0.008422603 5.0
## 8 Sewell 08 2001-08-01 0.008783784 5.0
## 9 Pok amont 04 2001-08-01 0.007485964 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 5.0
## 12 Pollard 10 2001-08-01 0.019823789 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 5.0
## 14 Pollard 10 2001-08-28 0.019823789 5.0
## 15 br. sud amont 01 2001-08-28 0.015096304 5.0
## 16 Morrison 06 2001-08-28 0.009973753 5.0
## 17 Malt 11 2001-08-28 0.019860440 5.0
## 18 Suggary 02 2001-08-28 0.008264463 10.0
## 19 Waugh sanct. 07 2001-08-28 0.011969112 10.0
## 20 Dempsey 12 2001-08-28 0.014605648 15.0
## 21 Branche sud aval 03 2001-08-28 0.008422603 5.0
## 22 Sewell 08 2001-08-28 0.008783784 30.0
## 23 Pok amont 04 2001-08-28 0.007485964 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 5.0
## 25 Pok amont 04 2001-09-26 0.007485964 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 15.0
## 28 Pollard 10 2001-09-26 0.019823789 20.0
## 29 br. sud amont 01 2001-09-26 0.015096304 200.0
## 30 Morrison 06 2001-09-26 0.009973753 5.0
## 31 Malt 11 2001-09-26 0.019860440 20.0
## 32 Suggary 02 2001-09-26 0.008264463 5.0
## 33 Waugh sanct. 07 2001-09-26 0.011969112 10.0
## 34 Dempsey 12 2001-09-26 0.014605648 20.0
## 35 Branche sud aval 03 2001-09-26 0.008422603 10.0
## 36 Sewell 08 2001-09-26 0.008783784 30.0
## 37 Sewell 08 2001-10-31 0.008783784 80.0
## 38 Pok amont 04 2001-10-31 0.007485964 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 20.0
## 40 Morrison 06 2001-10-31 0.009973753 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 120.0
## 42 Pollard 10 2001-10-31 0.019823789 10.0
## 43 br. sud amont 01 2001-10-31 0.015096304 30.0
## 44 Dempsey 12 2001-10-31 0.014605648 30.0
## 45 Malt 11 2001-10-31 0.019860440 10.0
## 46 Suggary 02 2001-10-31 0.008264463 30.0
## 47 Waugh sanct. 07 2001-10-31 0.011969112 100.0
## 48 Branche sud aval 03 2001-10-31 0.008422603 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 10.0
## 50 Branche sud aval 03 2002-07-29 0.008422603 15.0
## 51 Sewell 08 2002-07-29 0.008783784 40.0
## 52 Pok amont 04 2002-07-29 0.007485964 5.0
## 53 br. sud amont 01 2002-07-29 0.015096304 15.0
## 54 Morrison 06 2002-07-29 0.009973753 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 80.0
## 56 Pollard 10 2002-07-29 0.019823789 10.0
## 57 Waugh sanct. 07 2002-07-29 0.011969112 40.0
## 58 Dempsey 12 2002-07-29 0.014605648 20.0
## 59 Malt 11 2002-07-29 0.019860440 5.0
## 60 Suggary 02 2002-07-29 0.008264463 5.0
## 61 Pok amont 04 2002-08-28 0.007485964 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 20.0
## 63 Dempsey 12 2002-08-28 0.014605648 40.0
## 64 Branche sud aval 03 2002-08-28 0.008422603 15.0
## 65 Sewell 08 2002-08-28 0.008783784 40.0
## 66 Pollard 10 2002-08-28 0.019823789 10.0
## 67 br. sud amont 01 2002-08-28 0.015096304 10.0
## 68 Morrison 06 2002-08-28 0.009973753 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 20.0
## 70 Suggary 02 2002-08-28 0.008264463 7.5
## 71 Waugh sanct. 07 2002-08-28 0.011969112 30.0
## 72 Malt 11 2002-08-28 0.019860440 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 5.0
## 74 Sewell 08 2002-10-02 0.008783784 60.0
## 75 Pok amont 04 2002-10-02 0.007485964 5.0
## 76 Waugh sanct. 07 2002-10-02 0.011969112 20.0
## 77 Dempsey 12 2002-10-02 0.014605648 20.0
## 78 Branche sud aval 03 2002-10-02 0.008422603 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 60.0
## 80 Pollard 10 2002-10-02 0.019823789 10.0
## 81 br. sud amont 01 2002-10-02 0.015096304 10.0
## 82 Morrison 06 2002-10-02 0.009973753 10.0
## 83 Malt 11 2002-10-02 0.019860440 5.0
## 84 Suggary 02 2002-10-02 0.008264463 5.0
## 85 Pok amont 04 2002-10-31 0.007485964 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 20.0
## 87 Branche sud aval 03 2002-10-31 0.008422603 NaN
## 88 Sewell 08 2002-10-31 0.008783784 60.0
## 89 Suggary 02 2002-10-31 0.008264463 5.0
## 90 Waugh sanct. 07 2002-10-31 0.011969112 60.0
## 91 Dempsey 12 2002-10-31 0.014605648 30.0
## 92 Morrison 06 2002-10-31 0.009973753 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 75.0
## 94 Pollard 10 2002-10-31 0.019823789 5.0
## 95 br. sud amont 01 2002-10-31 0.015096304 30.0
## 96 Malt 11 2002-10-31 0.019860440 15.0subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Colour_TCU))## Station2 Date pctINF_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.03956273 8
## 98 Dempsey 12 2021-07-28 0.01679790 22
## 99 Branche sud aval 03 2021-07-28 0.02683843 19
## 100 Sewell 08 2021-07-28 0.01859504 34
## 101 Waugh sanct. 07 2021-07-28 0.01737452 27
## 102 br. sud amont 01 2021-07-28 0.02677702 15
## 103 Morrison 06 2021-07-28 0.02419498 14
## 104 Malt 11 2021-07-28 0.03412162 7
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 29
## 106 Pollard 10 2021-07-28 0.02877358 8
## 107 Pok amont 04 2021-07-28 0.02593918 11
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 9
## 109 Malt 11 2021-08-31 0.02877358 5
## 110 Suggary 02 2021-08-31 0.03891336 5
## 111 Waugh sanct. 07 2021-08-31 0.03956273 14
## 112 Dempsey 12 2021-08-31 0.01679790 14
## 113 Branche sud aval 03 2021-08-31 0.02683843 20
## 114 Sewell 08 2021-08-31 0.01859504 24
## 115 Pollard 10 2021-08-31 0.01737452 8
## 116 br. sud amont 01 2021-08-31 0.02677702 12
## 117 Morrison 06 2021-08-31 0.02419498 18
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 8
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 37
## 120 Pok amont 04 2021-08-31 0.02593918 10
## 121 Suggary 02 2021-10-05 0.01871491 8
## 122 Morrison 06 2021-10-05 0.02877358 22
## 123 Malt 11 2021-10-05 0.02593918 66
## 124 Sewell 08 2021-10-05 0.03891336 47
## 125 Waugh sanct. 07 2021-10-05 0.03956273 190
## 126 Dempsey 12 2021-10-05 0.01679790 55
## 127 Branche sud aval 03 2021-10-05 0.02683843 38
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 141
## 129 Pollard 10 2021-10-05 0.01737452 19
## 130 br. sud amont 01 2021-10-05 0.02677702 44
## 131 Pok amont 04 2021-10-05 0.02419498 21
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 33
## 133 Malt 11 2021-10-28 0.03412162 47
## 134 Suggary 02 2021-10-28 0.01871491 5
## 135 br. sud amont 01 2021-10-28 0.02877358 32
## 136 Morrison 06 2021-10-28 0.01679790 13
## 137 Branche sud aval 03 2021-10-28 0.02593918 22
## 138 Sewell 08 2021-10-28 0.03891336 43
## 139 Waugh sanct. 07 2021-10-28 0.03956273 130
## 140 Dempsey 12 2021-10-28 0.02677702 33
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 15
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 107
## 143 Pollard 10 2021-10-28 0.01737452 12
## 144 Pok amont 04 2021-10-28 0.02419498 13
## 145 Pollard 10 2022-07-28 0.02877358 5
## 146 Morrison 06 2022-07-28 0.02419498 7
## 147 Malt 11 2022-07-28 0.03412162 6
## 148 Suggary 02 2022-07-28 0.01871491 5
## 149 br. sud amont 01 2022-07-28 0.03956273 26
## 150 Dempsey 12 2022-07-28 0.01679790 16
## 151 Branche sud aval 03 2022-07-28 0.02593918 18
## 152 Sewell 08 2022-07-28 0.03891336 33
## 153 Waugh sanct. 07 2022-07-28 0.01737452 27
## 154 Pok amont 04 2022-07-28 0.02677702 7
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 5
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 15
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 48
## 158 Pollard 10 2022-09-01 0.02877358 23
## 159 br. sud amont 01 2022-09-01 0.02677702 23
## 160 Morrison 06 2022-09-01 0.02419498 15
## 161 Malt 11 2022-09-01 0.03412162 10
## 162 Suggary 02 2022-09-01 0.03891336 8
## 163 Waugh sanct. 07 2022-09-01 0.03956273 61
## 164 Dempsey 12 2022-09-01 0.01679790 21
## 165 Branche sud aval 03 2022-09-01 0.02593918 21
## 166 Sewell 08 2022-09-01 0.01859504 43
## 167 Pok amont 04 2022-09-01 0.01737452 14
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 41
## 169 Sewell 08 2022-10-03 0.02877358 71
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 8
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 130
## 172 Pollard 10 2022-10-03 0.01737452 10
## 173 br. sud amont 01 2022-10-03 0.02677702 20
## 174 Morrison 06 2022-10-03 0.02419498 10
## 175 Malt 11 2022-10-03 0.02593918 5
## 176 Suggary 02 2022-10-03 0.03891336 5
## 177 Waugh sanct. 07 2022-10-03 0.03956273 53
## 178 Dempsey 12 2022-10-03 0.01679790 16
## 179 Branche sud aval 03 2022-10-03 0.02683843 17
## 180 Pok amont 04 2022-10-03 0.01859504 12
## 181 Branche sud aval 03 2022-11-01 0.01871491 25
## 182 Sewell 08 2022-11-01 0.02877358 60
## 183 Pok amont 04 2022-11-01 0.02419498 11
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 21
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 148
## 186 Pollard 10 2022-11-01 0.01737452 11
## 187 br. sud amont 01 2022-11-01 0.02677702 42
## 188 Morrison 06 2022-11-01 0.01679790 13
## 189 Malt 11 2022-11-01 0.02593918 22
## 190 Suggary 02 2022-11-01 0.03891336 9
## 191 Waugh sanct. 07 2022-11-01 0.03956273 143
## 192 Dempsey 12 2022-11-01 0.02683843 28ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Infrastructures_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctINF_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.015096304
## 2 Morrison 06 2001-08-01 0.009973753
## 3 Malt 11 2001-08-01 0.019860440
## 4 Suggary 02 2001-08-01 0.008264463
## 5 Waugh sanct. 07 2001-08-01 0.011969112
## 6 Dempsey 12 2001-08-01 0.014605648
## 7 Branche sud aval 03 2001-08-01 0.008422603
## 8 Sewell 08 2001-08-01 0.008783784
## 9 Pok amont 04 2001-08-01 0.007485964
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755
## 11 McConnell Six Rd 05 2001-08-01 0.024150268
## 12 Pollard 10 2001-08-01 0.019823789
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755
## 14 Pollard 10 2001-08-28 0.019823789
## 15 br. sud amont 01 2001-08-28 0.015096304
## 16 Morrison 06 2001-08-28 0.009973753
## 17 Malt 11 2001-08-28 0.019860440
## 18 Suggary 02 2001-08-28 0.008264463
## 19 Waugh sanct. 07 2001-08-28 0.011969112
## 20 Dempsey 12 2001-08-28 0.014605648
## 21 Branche sud aval 03 2001-08-28 0.008422603
## 22 Sewell 08 2001-08-28 0.008783784
## 23 Pok amont 04 2001-08-28 0.007485964
## 24 McConnell Six Rd 05 2001-08-28 0.024150268
## 25 Pok amont 04 2001-09-26 0.007485964
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755
## 27 McConnell Six Rd 05 2001-09-26 0.024150268
## 28 Pollard 10 2001-09-26 0.019823789
## 29 br. sud amont 01 2001-09-26 0.015096304
## 30 Morrison 06 2001-09-26 0.009973753
## 31 Malt 11 2001-09-26 0.019860440
## 32 Suggary 02 2001-09-26 0.008264463
## 33 Waugh sanct. 07 2001-09-26 0.011969112
## 34 Dempsey 12 2001-09-26 0.014605648
## 35 Branche sud aval 03 2001-09-26 0.008422603
## 36 Sewell 08 2001-09-26 0.008783784
## 37 Sewell 08 2001-10-31 0.008783784
## 38 Pok amont 04 2001-10-31 0.007485964
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755
## 40 Morrison 06 2001-10-31 0.009973753
## 41 McConnell Six Rd 05 2001-10-31 0.024150268
## 42 Pollard 10 2001-10-31 0.019823789
## 43 br. sud amont 01 2001-10-31 0.015096304
## 44 Dempsey 12 2001-10-31 0.014605648
## 45 Malt 11 2001-10-31 0.019860440
## 46 Suggary 02 2001-10-31 0.008264463
## 47 Waugh sanct. 07 2001-10-31 0.011969112
## 48 Branche sud aval 03 2001-10-31 0.008422603
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755
## 50 Branche sud aval 03 2002-07-29 0.008422603
## 51 Sewell 08 2002-07-29 0.008783784
## 52 Pok amont 04 2002-07-29 0.007485964
## 53 br. sud amont 01 2002-07-29 0.015096304
## 54 Morrison 06 2002-07-29 0.009973753
## 55 McConnell Six Rd 05 2002-07-29 0.024150268
## 56 Pollard 10 2002-07-29 0.019823789
## 57 Waugh sanct. 07 2002-07-29 0.011969112
## 58 Dempsey 12 2002-07-29 0.014605648
## 59 Malt 11 2002-07-29 0.019860440
## 60 Suggary 02 2002-07-29 0.008264463
## 61 Pok amont 04 2002-08-28 0.007485964
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755
## 63 Dempsey 12 2002-08-28 0.014605648
## 64 Branche sud aval 03 2002-08-28 0.008422603
## 65 Sewell 08 2002-08-28 0.008783784
## 66 Pollard 10 2002-08-28 0.019823789
## 67 br. sud amont 01 2002-08-28 0.015096304
## 68 Morrison 06 2002-08-28 0.009973753
## 69 McConnell Six Rd 05 2002-08-28 0.024150268
## 70 Suggary 02 2002-08-28 0.008264463
## 71 Waugh sanct. 07 2002-08-28 0.011969112
## 72 Malt 11 2002-08-28 0.019860440
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755
## 74 Sewell 08 2002-10-02 0.008783784
## 75 Pok amont 04 2002-10-02 0.007485964
## 76 Waugh sanct. 07 2002-10-02 0.011969112
## 77 Dempsey 12 2002-10-02 0.014605648
## 78 Branche sud aval 03 2002-10-02 0.008422603
## 79 McConnell Six Rd 05 2002-10-02 0.024150268
## 80 Pollard 10 2002-10-02 0.019823789
## 81 br. sud amont 01 2002-10-02 0.015096304
## 82 Morrison 06 2002-10-02 0.009973753
## 83 Malt 11 2002-10-02 0.019860440
## 84 Suggary 02 2002-10-02 0.008264463
## 85 Pok amont 04 2002-10-31 0.007485964
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755
## 87 Branche sud aval 03 2002-10-31 0.008422603
## 88 Sewell 08 2002-10-31 0.008783784
## 89 Suggary 02 2002-10-31 0.008264463
## 90 Waugh sanct. 07 2002-10-31 0.011969112
## 91 Dempsey 12 2002-10-31 0.014605648
## 92 Morrison 06 2002-10-31 0.009973753
## 93 McConnell Six Rd 05 2002-10-31 0.024150268
## 94 Pollard 10 2002-10-31 0.019823789
## 95 br. sud amont 01 2002-10-31 0.015096304
## 96 Malt 11 2002-10-31 0.019860440
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctINF_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.03956273
## 98 Dempsey 12 2021-07-28 0.01679790
## 99 Branche sud aval 03 2021-07-28 0.02683843
## 100 Sewell 08 2021-07-28 0.01859504
## 101 Waugh sanct. 07 2021-07-28 0.01737452
## 102 br. sud amont 01 2021-07-28 0.02677702
## 103 Morrison 06 2021-07-28 0.02419498
## 104 Malt 11 2021-07-28 0.03412162
## 105 McConnell Six Rd 05 2021-07-28 0.01871491
## 106 Pollard 10 2021-07-28 0.02877358
## 107 Pok amont 04 2021-07-28 0.02593918
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336
## 109 Malt 11 2021-08-31 0.02877358
## 110 Suggary 02 2021-08-31 0.03891336
## 111 Waugh sanct. 07 2021-08-31 0.03956273
## 112 Dempsey 12 2021-08-31 0.01679790
## 113 Branche sud aval 03 2021-08-31 0.02683843
## 114 Sewell 08 2021-08-31 0.01859504
## 115 Pollard 10 2021-08-31 0.01737452
## 116 br. sud amont 01 2021-08-31 0.02677702
## 117 Morrison 06 2021-08-31 0.02419498
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162
## 119 McConnell Six Rd 05 2021-08-31 0.01871491
## 120 Pok amont 04 2021-08-31 0.02593918
## 121 Suggary 02 2021-10-05 0.01871491
## 122 Morrison 06 2021-10-05 0.02877358
## 123 Malt 11 2021-10-05 0.02593918
## 124 Sewell 08 2021-10-05 0.03891336
## 125 Waugh sanct. 07 2021-10-05 0.03956273
## 126 Dempsey 12 2021-10-05 0.01679790
## 127 Branche sud aval 03 2021-10-05 0.02683843
## 128 McConnell Six Rd 05 2021-10-05 0.01859504
## 129 Pollard 10 2021-10-05 0.01737452
## 130 br. sud amont 01 2021-10-05 0.02677702
## 131 Pok amont 04 2021-10-05 0.02419498
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162
## 133 Malt 11 2021-10-28 0.03412162
## 134 Suggary 02 2021-10-28 0.01871491
## 135 br. sud amont 01 2021-10-28 0.02877358
## 136 Morrison 06 2021-10-28 0.01679790
## 137 Branche sud aval 03 2021-10-28 0.02593918
## 138 Sewell 08 2021-10-28 0.03891336
## 139 Waugh sanct. 07 2021-10-28 0.03956273
## 140 Dempsey 12 2021-10-28 0.02677702
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843
## 142 McConnell Six Rd 05 2021-10-28 0.01859504
## 143 Pollard 10 2021-10-28 0.01737452
## 144 Pok amont 04 2021-10-28 0.02419498
## 145 Pollard 10 2022-07-28 0.02877358
## 146 Morrison 06 2022-07-28 0.02419498
## 147 Malt 11 2022-07-28 0.03412162
## 148 Suggary 02 2022-07-28 0.01871491
## 149 br. sud amont 01 2022-07-28 0.03956273
## 150 Dempsey 12 2022-07-28 0.01679790
## 151 Branche sud aval 03 2022-07-28 0.02593918
## 152 Sewell 08 2022-07-28 0.03891336
## 153 Waugh sanct. 07 2022-07-28 0.01737452
## 154 Pok amont 04 2022-07-28 0.02677702
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843
## 156 McConnell Six Rd 05 2022-07-28 0.01859504
## 157 McConnell Six Rd 05 2022-09-01 0.01871491
## 158 Pollard 10 2022-09-01 0.02877358
## 159 br. sud amont 01 2022-09-01 0.02677702
## 160 Morrison 06 2022-09-01 0.02419498
## 161 Malt 11 2022-09-01 0.03412162
## 162 Suggary 02 2022-09-01 0.03891336
## 163 Waugh sanct. 07 2022-09-01 0.03956273
## 164 Dempsey 12 2022-09-01 0.01679790
## 165 Branche sud aval 03 2022-09-01 0.02593918
## 166 Sewell 08 2022-09-01 0.01859504
## 167 Pok amont 04 2022-09-01 0.01737452
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843
## 169 Sewell 08 2022-10-03 0.02877358
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162
## 171 McConnell Six Rd 05 2022-10-03 0.01871491
## 172 Pollard 10 2022-10-03 0.01737452
## 173 br. sud amont 01 2022-10-03 0.02677702
## 174 Morrison 06 2022-10-03 0.02419498
## 175 Malt 11 2022-10-03 0.02593918
## 176 Suggary 02 2022-10-03 0.03891336
## 177 Waugh sanct. 07 2022-10-03 0.03956273
## 178 Dempsey 12 2022-10-03 0.01679790
## 179 Branche sud aval 03 2022-10-03 0.02683843
## 180 Pok amont 04 2022-10-03 0.01859504
## 181 Branche sud aval 03 2022-11-01 0.01871491
## 182 Sewell 08 2022-11-01 0.02877358
## 183 Pok amont 04 2022-11-01 0.02419498
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162
## 185 McConnell Six Rd 05 2022-11-01 0.01859504
## 186 Pollard 10 2022-11-01 0.01737452
## 187 br. sud amont 01 2022-11-01 0.02677702
## 188 Morrison 06 2022-11-01 0.01679790
## 189 Malt 11 2022-11-01 0.02593918
## 190 Suggary 02 2022-11-01 0.03891336
## 191 Waugh sanct. 07 2022-11-01 0.03956273
## 192 Dempsey 12 2022-11-01 0.02683843
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la COT et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Infrastructures_vs_Coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctINF_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.015096304 10
## 2 Morrison 06 2001-08-01 0.009973753 80
## 3 Malt 11 2001-08-01 0.019860440 30
## 4 Suggary 02 2001-08-01 0.008264463 10
## 5 Waugh sanct. 07 2001-08-01 0.011969112 270
## 6 Dempsey 12 2001-08-01 0.014605648 50
## 7 Branche sud aval 03 2001-08-01 0.008422603 10
## 8 Sewell 08 2001-08-01 0.008783784 20
## 9 Pok amont 04 2001-08-01 0.007485964 10
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 10
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 30
## 12 Pollard 10 2001-08-01 0.019823789 110
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 10
## 14 Pollard 10 2001-08-28 0.019823789 50
## 15 br. sud amont 01 2001-08-28 0.015096304 120
## 16 Morrison 06 2001-08-28 0.009973753 90
## 17 Malt 11 2001-08-28 0.019860440 20
## 18 Suggary 02 2001-08-28 0.008264463 80
## 19 Waugh sanct. 07 2001-08-28 0.011969112 430
## 20 Dempsey 12 2001-08-28 0.014605648 20
## 21 Branche sud aval 03 2001-08-28 0.008422603 110
## 22 Sewell 08 2001-08-28 0.008783784 210
## 23 Pok amont 04 2001-08-28 0.007485964 10
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 250
## 25 Pok amont 04 2001-09-26 0.007485964 530
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 830
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 120
## 28 Pollard 10 2001-09-26 0.019823789 1240
## 29 br. sud amont 01 2001-09-26 0.015096304 2000
## 30 Morrison 06 2001-09-26 0.009973753 220
## 31 Malt 11 2001-09-26 0.019860440 150
## 32 Suggary 02 2001-09-26 0.008264463 150
## 33 Waugh sanct. 07 2001-09-26 0.011969112 590
## 34 Dempsey 12 2001-09-26 0.014605648 150
## 35 Branche sud aval 03 2001-09-26 0.008422603 660
## 36 Sewell 08 2001-09-26 0.008783784 190
## 37 Sewell 08 2001-10-31 0.008783784 140
## 38 Pok amont 04 2001-10-31 0.007485964 20
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 10
## 40 Morrison 06 2001-10-31 0.009973753 10
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 310
## 42 Pollard 10 2001-10-31 0.019823789 50
## 43 br. sud amont 01 2001-10-31 0.015096304 20
## 44 Dempsey 12 2001-10-31 0.014605648 10
## 45 Malt 11 2001-10-31 0.019860440 100
## 46 Suggary 02 2001-10-31 0.008264463 30
## 47 Waugh sanct. 07 2001-10-31 0.011969112 480
## 48 Branche sud aval 03 2001-10-31 0.008422603 30
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 10
## 50 Branche sud aval 03 2002-07-29 0.008422603 30
## 51 Sewell 08 2002-07-29 0.008783784 60
## 52 Pok amont 04 2002-07-29 0.007485964 10
## 53 br. sud amont 01 2002-07-29 0.015096304 20
## 54 Morrison 06 2002-07-29 0.009973753 10
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 10
## 56 Pollard 10 2002-07-29 0.019823789 660
## 57 Waugh sanct. 07 2002-07-29 0.011969112 80
## 58 Dempsey 12 2002-07-29 0.014605648 25
## 59 Malt 11 2002-07-29 0.019860440 10
## 60 Suggary 02 2002-07-29 0.008264463 10
## 61 Pok amont 04 2002-08-28 0.007485964 30
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 10
## 63 Dempsey 12 2002-08-28 0.014605648 10
## 64 Branche sud aval 03 2002-08-28 0.008422603 20
## 65 Sewell 08 2002-08-28 0.008783784 10
## 66 Pollard 10 2002-08-28 0.019823789 180
## 67 br. sud amont 01 2002-08-28 0.015096304 80
## 68 Morrison 06 2002-08-28 0.009973753 20
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 310
## 70 Suggary 02 2002-08-28 0.008264463 15
## 71 Waugh sanct. 07 2002-08-28 0.011969112 410
## 72 Malt 11 2002-08-28 0.019860440 30
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 10
## 74 Sewell 08 2002-10-02 0.008783784 25
## 75 Pok amont 04 2002-10-02 0.007485964 10
## 76 Waugh sanct. 07 2002-10-02 0.011969112 700
## 77 Dempsey 12 2002-10-02 0.014605648 30
## 78 Branche sud aval 03 2002-10-02 0.008422603 40
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 150
## 80 Pollard 10 2002-10-02 0.019823789 10
## 81 br. sud amont 01 2002-10-02 0.015096304 20
## 82 Morrison 06 2002-10-02 0.009973753 10
## 83 Malt 11 2002-10-02 0.019860440 90
## 84 Suggary 02 2002-10-02 0.008264463 20
## 85 Pok amont 04 2002-10-31 0.007485964 10
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 10
## 87 Branche sud aval 03 2002-10-31 0.008422603 10
## 88 Sewell 08 2002-10-31 0.008783784 10
## 89 Suggary 02 2002-10-31 0.008264463 50
## 90 Waugh sanct. 07 2002-10-31 0.011969112 40
## 91 Dempsey 12 2002-10-31 0.014605648 10
## 92 Morrison 06 2002-10-31 0.009973753 10
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 30
## 94 Pollard 10 2002-10-31 0.019823789 10
## 95 br. sud amont 01 2002-10-31 0.015096304 10
## 96 Malt 11 2002-10-31 0.019860440 10subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctINF_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.03956273 20.0
## 98 Dempsey 12 2021-07-28 0.01679790 52.0
## 99 Branche sud aval 03 2021-07-28 0.02683843 74.0
## 100 Sewell 08 2021-07-28 0.01859504 98.0
## 101 Waugh sanct. 07 2021-07-28 0.01737452 52.0
## 102 br. sud amont 01 2021-07-28 0.02677702 75.0
## 103 Morrison 06 2021-07-28 0.02419498 30.0
## 104 Malt 11 2021-07-28 0.03412162 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 75.0
## 106 Pollard 10 2021-07-28 0.02877358 98.0
## 107 Pok amont 04 2021-07-28 0.02593918 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 20.0
## 109 Malt 11 2021-08-31 0.02877358 39.3
## 110 Suggary 02 2021-08-31 0.03891336 235.9
## 111 Waugh sanct. 07 2021-08-31 0.03956273 68.3
## 112 Dempsey 12 2021-08-31 0.01679790 49.6
## 113 Branche sud aval 03 2021-08-31 0.02683843 54.5
## 114 Sewell 08 2021-08-31 0.01859504 148.3
## 115 Pollard 10 2021-08-31 0.01737452 117.8
## 116 br. sud amont 01 2021-08-31 0.02677702 72.7
## 117 Morrison 06 2021-08-31 0.02419498 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 70.3
## 120 Pok amont 04 2021-08-31 0.02593918 15.6
## 121 Suggary 02 2021-10-05 0.01871491 41.7
## 122 Morrison 06 2021-10-05 0.02877358 24.6
## 123 Malt 11 2021-10-05 0.02593918 47.1
## 124 Sewell 08 2021-10-05 0.03891336 135.4
## 125 Waugh sanct. 07 2021-10-05 0.03956273 29.5
## 126 Dempsey 12 2021-10-05 0.01679790 54.8
## 127 Branche sud aval 03 2021-10-05 0.02683843 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 95.9
## 129 Pollard 10 2021-10-05 0.01737452 62.7
## 130 br. sud amont 01 2021-10-05 0.02677702 35.5
## 131 Pok amont 04 2021-10-05 0.02419498 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 27.5
## 133 Malt 11 2021-10-28 0.03412162 16.0
## 134 Suggary 02 2021-10-28 0.01871491 7.4
## 135 br. sud amont 01 2021-10-28 0.02877358 19.9
## 136 Morrison 06 2021-10-28 0.01679790 12.1
## 137 Branche sud aval 03 2021-10-28 0.02593918 39.9
## 138 Sewell 08 2021-10-28 0.03891336 48.1
## 139 Waugh sanct. 07 2021-10-28 0.03956273 38.4
## 140 Dempsey 12 2021-10-28 0.02677702 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 29.5
## 143 Pollard 10 2021-10-28 0.01737452 34.5
## 144 Pok amont 04 2021-10-28 0.02419498 14.6
## 145 Pollard 10 2022-07-28 0.02877358 57.6
## 146 Morrison 06 2022-07-28 0.02419498 133.4
## 147 Malt 11 2022-07-28 0.03412162 70.3
## 148 Suggary 02 2022-07-28 0.01871491 27.5
## 149 br. sud amont 01 2022-07-28 0.03956273 32.7
## 150 Dempsey 12 2022-07-28 0.01679790 41.7
## 151 Branche sud aval 03 2022-07-28 0.02593918 59.8
## 152 Sewell 08 2022-07-28 0.03891336 90.6
## 153 Waugh sanct. 07 2022-07-28 0.01737452 93.3
## 154 Pok amont 04 2022-07-28 0.02677702 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 82.0
## 158 Pollard 10 2022-09-01 0.02877358 1046.2
## 159 br. sud amont 01 2022-09-01 0.02677702 114.5
## 160 Morrison 06 2022-09-01 0.02419498 686.7
## 161 Malt 11 2022-09-01 0.03412162 69.1
## 162 Suggary 02 2022-09-01 0.03891336 40.2
## 163 Waugh sanct. 07 2022-09-01 0.03956273 88.0
## 164 Dempsey 12 2022-09-01 0.01679790 248.1
## 165 Branche sud aval 03 2022-09-01 0.02593918 70.3
## 166 Sewell 08 2022-09-01 0.01859504 172.2
## 167 Pok amont 04 2022-09-01 0.01737452 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 121.1
## 169 Sewell 08 2022-10-03 0.02877358 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 59.1
## 172 Pollard 10 2022-10-03 0.01737452 24.1
## 173 br. sud amont 01 2022-10-03 0.02677702 57.6
## 174 Morrison 06 2022-10-03 0.02419498 47.4
## 175 Malt 11 2022-10-03 0.02593918 5.2
## 176 Suggary 02 2022-10-03 0.03891336 9.7
## 177 Waugh sanct. 07 2022-10-03 0.03956273 65.7
## 178 Dempsey 12 2022-10-03 0.01679790 48.0
## 179 Branche sud aval 03 2022-10-03 0.02683843 13.4
## 180 Pok amont 04 2022-10-03 0.01859504 8.4
## 181 Branche sud aval 03 2022-11-01 0.01871491 24.6
## 182 Sewell 08 2022-11-01 0.02877358 115.3
## 183 Pok amont 04 2022-11-01 0.02419498 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 72.3
## 186 Pollard 10 2022-11-01 0.01737452 20.3
## 187 br. sud amont 01 2022-11-01 0.02677702 37.3
## 188 Morrison 06 2022-11-01 0.01679790 39.9
## 189 Malt 11 2022-11-01 0.02593918 45.0
## 190 Suggary 02 2022-11-01 0.03891336 8.5
## 191 Waugh sanct. 07 2022-11-01 0.03956273 249.5
## 192 Dempsey 12 2022-11-01 0.02683843 53.8ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=log10(E.coli_MPN_100.mL),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=log10(E.coli_MPN_100.mL),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Infrastructures_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctINF_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.015096304 0.0080
## 2 Morrison 06 2001-08-01 0.009973753 0.0080
## 3 Malt 11 2001-08-01 0.019860440 0.0110
## 4 Suggary 02 2001-08-01 0.008264463 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.011969112 0.0150
## 6 Dempsey 12 2001-08-01 0.014605648 0.0140
## 7 Branche sud aval 03 2001-08-01 0.008422603 0.0080
## 8 Sewell 08 2001-08-01 0.008783784 0.0110
## 9 Pok amont 04 2001-08-01 0.007485964 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 0.0160
## 12 Pollard 10 2001-08-01 0.019823789 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 0.0070
## 14 Pollard 10 2001-08-28 0.019823789 0.0170
## 15 br. sud amont 01 2001-08-28 0.015096304 0.0060
## 16 Morrison 06 2001-08-28 0.009973753 0.0080
## 17 Malt 11 2001-08-28 0.019860440 0.0080
## 18 Suggary 02 2001-08-28 0.008264463 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.011969112 0.0090
## 20 Dempsey 12 2001-08-28 0.014605648 0.0110
## 21 Branche sud aval 03 2001-08-28 0.008422603 0.0070
## 22 Sewell 08 2001-08-28 0.008783784 0.0170
## 23 Pok amont 04 2001-08-28 0.007485964 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 0.0130
## 25 Pok amont 04 2001-09-26 0.007485964 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 0.0130
## 28 Pollard 10 2001-09-26 0.019823789 0.0155
## 29 br. sud amont 01 2001-09-26 0.015096304 0.0130
## 30 Morrison 06 2001-09-26 0.009973753 0.0080
## 31 Malt 11 2001-09-26 0.019860440 0.0120
## 32 Suggary 02 2001-09-26 0.008264463 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.011969112 0.0140
## 34 Dempsey 12 2001-09-26 0.014605648 0.0190
## 35 Branche sud aval 03 2001-09-26 0.008422603 0.0090
## 36 Sewell 08 2001-09-26 0.008783784 0.0120
## 37 Sewell 08 2001-10-31 0.008783784 0.0120
## 38 Pok amont 04 2001-10-31 0.007485964 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 0.0050
## 40 Morrison 06 2001-10-31 0.009973753 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 0.0110
## 42 Pollard 10 2001-10-31 0.019823789 0.0080
## 43 br. sud amont 01 2001-10-31 0.015096304 0.0050
## 44 Dempsey 12 2001-10-31 0.014605648 0.0090
## 45 Malt 11 2001-10-31 0.019860440 0.0070
## 46 Suggary 02 2001-10-31 0.008264463 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.011969112 0.0120
## 48 Branche sud aval 03 2001-10-31 0.008422603 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 0.0050
## 50 Branche sud aval 03 2002-07-29 0.008422603 0.0070
## 51 Sewell 08 2002-07-29 0.008783784 0.0200
## 52 Pok amont 04 2002-07-29 0.007485964 0.0060
## 53 br. sud amont 01 2002-07-29 0.015096304 0.0060
## 54 Morrison 06 2002-07-29 0.009973753 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 0.0130
## 56 Pollard 10 2002-07-29 0.019823789 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.011969112 0.0120
## 58 Dempsey 12 2002-07-29 0.014605648 0.0100
## 59 Malt 11 2002-07-29 0.019860440 0.0090
## 60 Suggary 02 2002-07-29 0.008264463 0.0070
## 61 Pok amont 04 2002-08-28 0.007485964 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 0.0090
## 63 Dempsey 12 2002-08-28 0.014605648 0.0130
## 64 Branche sud aval 03 2002-08-28 0.008422603 0.0080
## 65 Sewell 08 2002-08-28 0.008783784 0.0100
## 66 Pollard 10 2002-08-28 0.019823789 0.0160
## 67 br. sud amont 01 2002-08-28 0.015096304 0.0070
## 68 Morrison 06 2002-08-28 0.009973753 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 0.0140
## 70 Suggary 02 2002-08-28 0.008264463 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.011969112 0.0130
## 72 Malt 11 2002-08-28 0.019860440 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 0.0070
## 74 Sewell 08 2002-10-02 0.008783784 0.0155
## 75 Pok amont 04 2002-10-02 0.007485964 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.011969112 0.0090
## 77 Dempsey 12 2002-10-02 0.014605648 0.0120
## 78 Branche sud aval 03 2002-10-02 0.008422603 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 0.0110
## 80 Pollard 10 2002-10-02 0.019823789 0.0110
## 81 br. sud amont 01 2002-10-02 0.015096304 0.0050
## 82 Morrison 06 2002-10-02 0.009973753 0.0050
## 83 Malt 11 2002-10-02 0.019860440 0.0080
## 84 Suggary 02 2002-10-02 0.008264463 0.0070
## 85 Pok amont 04 2002-10-31 0.007485964 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 0.0050
## 87 Branche sud aval 03 2002-10-31 0.008422603 0.0050
## 88 Sewell 08 2002-10-31 0.008783784 0.0130
## 89 Suggary 02 2002-10-31 0.008264463 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.011969112 0.0080
## 91 Dempsey 12 2002-10-31 0.014605648 0.0080
## 92 Morrison 06 2002-10-31 0.009973753 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 0.0090
## 94 Pollard 10 2002-10-31 0.019823789 0.0060
## 95 br. sud amont 01 2002-10-31 0.015096304 0.0065
## 96 Malt 11 2002-10-31 0.019860440 0.0050subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctINF_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.03956273 0.018
## 98 Dempsey 12 2021-07-28 0.01679790 0.024
## 99 Branche sud aval 03 2021-07-28 0.02683843 0.022
## 100 Sewell 08 2021-07-28 0.01859504 0.028
## 101 Waugh sanct. 07 2021-07-28 0.01737452 0.017
## 102 br. sud amont 01 2021-07-28 0.02677702 0.016
## 103 Morrison 06 2021-07-28 0.02419498 0.019
## 104 Malt 11 2021-07-28 0.03412162 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 0.026
## 106 Pollard 10 2021-07-28 0.02877358 0.051
## 107 Pok amont 04 2021-07-28 0.02593918 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 0.014
## 109 Malt 11 2021-08-31 0.02877358 0.005
## 110 Suggary 02 2021-08-31 0.03891336 0.011
## 111 Waugh sanct. 07 2021-08-31 0.03956273 0.006
## 112 Dempsey 12 2021-08-31 0.01679790 0.014
## 113 Branche sud aval 03 2021-08-31 0.02683843 0.009
## 114 Sewell 08 2021-08-31 0.01859504 0.015
## 115 Pollard 10 2021-08-31 0.01737452 0.073
## 116 br. sud amont 01 2021-08-31 0.02677702 0.016
## 117 Morrison 06 2021-08-31 0.02419498 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 0.029
## 120 Pok amont 04 2021-08-31 0.02593918 0.008
## 121 Suggary 02 2021-10-05 0.01871491 0.007
## 122 Morrison 06 2021-10-05 0.02877358 0.010
## 123 Malt 11 2021-10-05 0.02593918 0.012
## 124 Sewell 08 2021-10-05 0.03891336 0.024
## 125 Waugh sanct. 07 2021-10-05 0.03956273 0.019
## 126 Dempsey 12 2021-10-05 0.01679790 0.018
## 127 Branche sud aval 03 2021-10-05 0.02683843 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 0.025
## 129 Pollard 10 2021-10-05 0.01737452 0.037
## 130 br. sud amont 01 2021-10-05 0.02677702 0.019
## 131 Pok amont 04 2021-10-05 0.02419498 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 0.011
## 133 Malt 11 2021-10-28 0.03412162 0.009
## 134 Suggary 02 2021-10-28 0.01871491 0.009
## 135 br. sud amont 01 2021-10-28 0.02877358 0.013
## 136 Morrison 06 2021-10-28 0.01679790 0.011
## 137 Branche sud aval 03 2021-10-28 0.02593918 0.022
## 138 Sewell 08 2021-10-28 0.03891336 0.020
## 139 Waugh sanct. 07 2021-10-28 0.03956273 0.018
## 140 Dempsey 12 2021-10-28 0.02677702 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 0.018
## 143 Pollard 10 2021-10-28 0.01737452 0.033
## 144 Pok amont 04 2021-10-28 0.02419498 0.013
## 145 Pollard 10 2022-07-28 0.02877358 0.034
## 146 Morrison 06 2022-07-28 0.02419498 0.014
## 147 Malt 11 2022-07-28 0.03412162 0.008
## 148 Suggary 02 2022-07-28 0.01871491 0.009
## 149 br. sud amont 01 2022-07-28 0.03956273 0.016
## 150 Dempsey 12 2022-07-28 0.01679790 0.017
## 151 Branche sud aval 03 2022-07-28 0.02593918 0.013
## 152 Sewell 08 2022-07-28 0.03891336 0.019
## 153 Waugh sanct. 07 2022-07-28 0.01737452 0.011
## 154 Pok amont 04 2022-07-28 0.02677702 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 0.024
## 158 Pollard 10 2022-09-01 0.02877358 0.075
## 159 br. sud amont 01 2022-09-01 0.02677702 0.015
## 160 Morrison 06 2022-09-01 0.02419498 0.021
## 161 Malt 11 2022-09-01 0.03412162 0.008
## 162 Suggary 02 2022-09-01 0.03891336 0.010
## 163 Waugh sanct. 07 2022-09-01 0.03956273 0.021
## 164 Dempsey 12 2022-09-01 0.01679790 0.021
## 165 Branche sud aval 03 2022-09-01 0.02593918 0.016
## 166 Sewell 08 2022-09-01 0.01859504 0.019
## 167 Pok amont 04 2022-09-01 0.01737452 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 0.012
## 169 Sewell 08 2022-10-03 0.02877358 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 0.022
## 172 Pollard 10 2022-10-03 0.01737452 0.049
## 173 br. sud amont 01 2022-10-03 0.02677702 0.016
## 174 Morrison 06 2022-10-03 0.02419498 0.014
## 175 Malt 11 2022-10-03 0.02593918 0.007
## 176 Suggary 02 2022-10-03 0.03891336 0.005
## 177 Waugh sanct. 07 2022-10-03 0.03956273 0.013
## 178 Dempsey 12 2022-10-03 0.01679790 0.013
## 179 Branche sud aval 03 2022-10-03 0.02683843 0.009
## 180 Pok amont 04 2022-10-03 0.01859504 0.013
## 181 Branche sud aval 03 2022-11-01 0.01871491 0.013
## 182 Sewell 08 2022-11-01 0.02877358 0.021
## 183 Pok amont 04 2022-11-01 0.02419498 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 0.020
## 186 Pollard 10 2022-11-01 0.01737452 0.041
## 187 br. sud amont 01 2022-11-01 0.02677702 0.020
## 188 Morrison 06 2022-11-01 0.01679790 0.018
## 189 Malt 11 2022-11-01 0.02593918 0.009
## 190 Suggary 02 2022-11-01 0.03891336 0.010
## 191 Waugh sanct. 07 2022-11-01 0.03956273 0.017
## 192 Dempsey 12 2022-11-01 0.02683843 0.021ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Infrastructures_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctINF_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctINF_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.015096304 0.0500
## 2 Morrison 06 2001-08-01 0.009973753 0.0940
## 3 Malt 11 2001-08-01 0.019860440 0.0500
## 4 Suggary 02 2001-08-01 0.008264463 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.011969112 0.0500
## 6 Dempsey 12 2001-08-01 0.014605648 0.0500
## 7 Branche sud aval 03 2001-08-01 0.008422603 0.0500
## 8 Sewell 08 2001-08-01 0.008783784 0.1360
## 9 Pok amont 04 2001-08-01 0.007485964 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.011320755 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.024150268 0.2510
## 12 Pollard 10 2001-08-01 0.019823789 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.011320755 0.0500
## 14 Pollard 10 2001-08-28 0.019823789 0.3010
## 15 br. sud amont 01 2001-08-28 0.015096304 0.0500
## 16 Morrison 06 2001-08-28 0.009973753 0.0910
## 17 Malt 11 2001-08-28 0.019860440 0.0500
## 18 Suggary 02 2001-08-28 0.008264463 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.011969112 0.0500
## 20 Dempsey 12 2001-08-28 0.014605648 0.0500
## 21 Branche sud aval 03 2001-08-28 0.008422603 0.0500
## 22 Sewell 08 2001-08-28 0.008783784 0.1330
## 23 Pok amont 04 2001-08-28 0.007485964 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.024150268 0.2810
## 25 Pok amont 04 2001-09-26 0.007485964 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.011320755 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.024150268 0.2110
## 28 Pollard 10 2001-09-26 0.019823789 0.1845
## 29 br. sud amont 01 2001-09-26 0.015096304 0.0770
## 30 Morrison 06 2001-09-26 0.009973753 0.0500
## 31 Malt 11 2001-09-26 0.019860440 0.0500
## 32 Suggary 02 2001-09-26 0.008264463 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.011969112 0.0500
## 34 Dempsey 12 2001-09-26 0.014605648 0.0500
## 35 Branche sud aval 03 2001-09-26 0.008422603 0.0500
## 36 Sewell 08 2001-09-26 0.008783784 0.0500
## 37 Sewell 08 2001-10-31 0.008783784 0.0500
## 38 Pok amont 04 2001-10-31 0.007485964 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.011320755 0.0500
## 40 Morrison 06 2001-10-31 0.009973753 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.024150268 0.0500
## 42 Pollard 10 2001-10-31 0.019823789 0.2300
## 43 br. sud amont 01 2001-10-31 0.015096304 0.0500
## 44 Dempsey 12 2001-10-31 0.014605648 0.0500
## 45 Malt 11 2001-10-31 0.019860440 0.0500
## 46 Suggary 02 2001-10-31 0.008264463 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.011969112 0.0500
## 48 Branche sud aval 03 2001-10-31 0.008422603 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.011320755 0.0500
## 50 Branche sud aval 03 2002-07-29 0.008422603 0.0500
## 51 Sewell 08 2002-07-29 0.008783784 0.2200
## 52 Pok amont 04 2002-07-29 0.007485964 0.0700
## 53 br. sud amont 01 2002-07-29 0.015096304 0.0500
## 54 Morrison 06 2002-07-29 0.009973753 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.024150268 0.2800
## 56 Pollard 10 2002-07-29 0.019823789 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.011969112 0.0500
## 58 Dempsey 12 2002-07-29 0.014605648 0.0500
## 59 Malt 11 2002-07-29 0.019860440 0.0500
## 60 Suggary 02 2002-07-29 0.008264463 0.1900
## 61 Pok amont 04 2002-08-28 0.007485964 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.011320755 0.0500
## 63 Dempsey 12 2002-08-28 0.014605648 0.0500
## 64 Branche sud aval 03 2002-08-28 0.008422603 0.0500
## 65 Sewell 08 2002-08-28 0.008783784 0.0500
## 66 Pollard 10 2002-08-28 0.019823789 0.1800
## 67 br. sud amont 01 2002-08-28 0.015096304 0.0500
## 68 Morrison 06 2002-08-28 0.009973753 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.024150268 0.3000
## 70 Suggary 02 2002-08-28 0.008264463 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.011969112 0.0500
## 72 Malt 11 2002-08-28 0.019860440 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.011320755 0.0500
## 74 Sewell 08 2002-10-02 0.008783784 0.0500
## 75 Pok amont 04 2002-10-02 0.007485964 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.011969112 0.0500
## 77 Dempsey 12 2002-10-02 0.014605648 0.0500
## 78 Branche sud aval 03 2002-10-02 0.008422603 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.024150268 0.1900
## 80 Pollard 10 2002-10-02 0.019823789 0.1300
## 81 br. sud amont 01 2002-10-02 0.015096304 0.0500
## 82 Morrison 06 2002-10-02 0.009973753 0.0500
## 83 Malt 11 2002-10-02 0.019860440 0.0500
## 84 Suggary 02 2002-10-02 0.008264463 0.1300
## 85 Pok amont 04 2002-10-31 0.007485964 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.011320755 0.0500
## 87 Branche sud aval 03 2002-10-31 0.008422603 0.0500
## 88 Sewell 08 2002-10-31 0.008783784 0.2300
## 89 Suggary 02 2002-10-31 0.008264463 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.011969112 0.0800
## 91 Dempsey 12 2002-10-31 0.014605648 0.0500
## 92 Morrison 06 2002-10-31 0.009973753 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.024150268 0.2200
## 94 Pollard 10 2002-10-31 0.019823789 0.1900
## 95 br. sud amont 01 2002-10-31 0.015096304 0.0500
## 96 Malt 11 2002-10-31 0.019860440 0.1300subset(Period2, select=c(Station2, Date, pctINF_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctINF_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.03956273 0.11
## 98 Dempsey 12 2021-07-28 0.01679790 0.08
## 99 Branche sud aval 03 2021-07-28 0.02683843 0.05
## 100 Sewell 08 2021-07-28 0.01859504 0.17
## 101 Waugh sanct. 07 2021-07-28 0.01737452 0.06
## 102 br. sud amont 01 2021-07-28 0.02677702 0.08
## 103 Morrison 06 2021-07-28 0.02419498 0.05
## 104 Malt 11 2021-07-28 0.03412162 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.01871491 0.21
## 106 Pollard 10 2021-07-28 0.02877358 0.40
## 107 Pok amont 04 2021-07-28 0.02593918 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.03891336 0.18
## 109 Malt 11 2021-08-31 0.02877358 0.06
## 110 Suggary 02 2021-08-31 0.03891336 0.12
## 111 Waugh sanct. 07 2021-08-31 0.03956273 0.05
## 112 Dempsey 12 2021-08-31 0.01679790 0.08
## 113 Branche sud aval 03 2021-08-31 0.02683843 0.06
## 114 Sewell 08 2021-08-31 0.01859504 0.12
## 115 Pollard 10 2021-08-31 0.01737452 0.32
## 116 br. sud amont 01 2021-08-31 0.02677702 0.05
## 117 Morrison 06 2021-08-31 0.02419498 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.03412162 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.01871491 0.21
## 120 Pok amont 04 2021-08-31 0.02593918 0.10
## 121 Suggary 02 2021-10-05 0.01871491 0.17
## 122 Morrison 06 2021-10-05 0.02877358 0.06
## 123 Malt 11 2021-10-05 0.02593918 0.12
## 124 Sewell 08 2021-10-05 0.03891336 0.13
## 125 Waugh sanct. 07 2021-10-05 0.03956273 0.05
## 126 Dempsey 12 2021-10-05 0.01679790 0.09
## 127 Branche sud aval 03 2021-10-05 0.02683843 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.01859504 0.33
## 129 Pollard 10 2021-10-05 0.01737452 0.38
## 130 br. sud amont 01 2021-10-05 0.02677702 0.05
## 131 Pok amont 04 2021-10-05 0.02419498 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.03412162 0.22
## 133 Malt 11 2021-10-28 0.03412162 0.07
## 134 Suggary 02 2021-10-28 0.01871491 0.15
## 135 br. sud amont 01 2021-10-28 0.02877358 0.05
## 136 Morrison 06 2021-10-28 0.01679790 0.08
## 137 Branche sud aval 03 2021-10-28 0.02593918 0.07
## 138 Sewell 08 2021-10-28 0.03891336 0.14
## 139 Waugh sanct. 07 2021-10-28 0.03956273 0.05
## 140 Dempsey 12 2021-10-28 0.02677702 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.02683843 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.01859504 0.36
## 143 Pollard 10 2021-10-28 0.01737452 0.38
## 144 Pok amont 04 2021-10-28 0.02419498 0.13
## 145 Pollard 10 2022-07-28 0.02877358 0.40
## 146 Morrison 06 2022-07-28 0.02419498 0.08
## 147 Malt 11 2022-07-28 0.03412162 0.06
## 148 Suggary 02 2022-07-28 0.01871491 0.11
## 149 br. sud amont 01 2022-07-28 0.03956273 0.05
## 150 Dempsey 12 2022-07-28 0.01679790 0.11
## 151 Branche sud aval 03 2022-07-28 0.02593918 0.07
## 152 Sewell 08 2022-07-28 0.03891336 0.17
## 153 Waugh sanct. 07 2022-07-28 0.01737452 0.05
## 154 Pok amont 04 2022-07-28 0.02677702 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.02683843 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.01859504 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.01871491 0.26
## 158 Pollard 10 2022-09-01 0.02877358 0.53
## 159 br. sud amont 01 2022-09-01 0.02677702 0.05
## 160 Morrison 06 2022-09-01 0.02419498 0.06
## 161 Malt 11 2022-09-01 0.03412162 0.10
## 162 Suggary 02 2022-09-01 0.03891336 0.13
## 163 Waugh sanct. 07 2022-09-01 0.03956273 0.10
## 164 Dempsey 12 2022-09-01 0.01679790 0.15
## 165 Branche sud aval 03 2022-09-01 0.02593918 0.06
## 166 Sewell 08 2022-09-01 0.01859504 0.17
## 167 Pok amont 04 2022-09-01 0.01737452 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.02683843 0.12
## 169 Sewell 08 2022-10-03 0.02877358 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.03412162 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.01871491 0.27
## 172 Pollard 10 2022-10-03 0.01737452 0.50
## 173 br. sud amont 01 2022-10-03 0.02677702 0.06
## 174 Morrison 06 2022-10-03 0.02419498 0.05
## 175 Malt 11 2022-10-03 0.02593918 0.06
## 176 Suggary 02 2022-10-03 0.03891336 0.15
## 177 Waugh sanct. 07 2022-10-03 0.03956273 0.09
## 178 Dempsey 12 2022-10-03 0.01679790 0.09
## 179 Branche sud aval 03 2022-10-03 0.02683843 0.05
## 180 Pok amont 04 2022-10-03 0.01859504 0.05
## 181 Branche sud aval 03 2022-11-01 0.01871491 0.05
## 182 Sewell 08 2022-11-01 0.02877358 0.15
## 183 Pok amont 04 2022-11-01 0.02419498 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.03412162 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.01859504 0.25
## 186 Pollard 10 2022-11-01 0.01737452 0.54
## 187 br. sud amont 01 2022-11-01 0.02677702 0.07
## 188 Morrison 06 2022-11-01 0.01679790 0.09
## 189 Malt 11 2022-11-01 0.02593918 0.07
## 190 Suggary 02 2022-11-01 0.03891336 0.16
## 191 Waugh sanct. 07 2022-11-01 0.03956273 0.06
## 192 Dempsey 12 2022-11-01 0.02683843 0.11ggplot() +
geom_point(data=Period1, aes(x=pctINF_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctINF_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctINF_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctINF_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les infrastructures",
x=" Les infrastructures (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
SET: Zone urbaine
# Crée la variable pourcentage
Period1$pctSET_supdrainee_1990 = Period1$SET_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctSET_supdrainee_2020 = Period1$SET_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvZone_urbaine_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctSET_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.012493493 11.5
## 2 Morrison 06 2001-08-01 0.020472441 10.2
## 3 Malt 11 2001-08-01 0.014492754 25.2
## 4 Suggary 02 2001-08-01 0.017561983 14.4
## 5 Waugh sanct. 07 2001-08-01 0.001544402 10.8
## 6 Dempsey 12 2001-08-01 0.028237585 20.4
## 7 Branche sud aval 03 2001-08-01 0.008329959 13.5
## 8 Sewell 08 2001-08-01 0.031418919 12.8
## 9 Pok amont 04 2001-08-01 NA 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 9.0
## 12 Pollard 10 2001-08-01 0.137298091 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 9.3
## 14 Pollard 10 2001-08-28 0.137298091 12.0
## 15 br. sud amont 01 2001-08-28 0.012493493 10.0
## 16 Morrison 06 2001-08-28 0.020472441 NaN
## 17 Malt 11 2001-08-28 0.014492754 8.8
## 18 Suggary 02 2001-08-28 0.017561983 13.0
## 19 Waugh sanct. 07 2001-08-28 0.001544402 10.6
## 20 Dempsey 12 2001-08-28 0.028237585 13.5
## 21 Branche sud aval 03 2001-08-28 0.008329959 11.5
## 22 Sewell 08 2001-08-28 0.031418919 13.5
## 23 Pok amont 04 2001-08-28 NA 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 10.9
## 25 Pok amont 04 2001-09-26 NA 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 11.8
## 28 Pollard 10 2001-09-26 0.137298091 12.7
## 29 br. sud amont 01 2001-09-26 0.012493493 11.5
## 30 Morrison 06 2001-09-26 0.020472441 11.2
## 31 Malt 11 2001-09-26 0.014492754 9.3
## 32 Suggary 02 2001-09-26 0.017561983 12.9
## 33 Waugh sanct. 07 2001-09-26 0.001544402 10.4
## 34 Dempsey 12 2001-09-26 0.028237585 13.4
## 35 Branche sud aval 03 2001-09-26 0.008329959 12.0
## 36 Sewell 08 2001-09-26 0.031418919 12.9
## 37 Sewell 08 2001-10-31 0.031418919 1.4
## 38 Pok amont 04 2001-10-31 NA 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 3.0
## 40 Morrison 06 2001-10-31 0.020472441 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 2.1
## 42 Pollard 10 2001-10-31 0.137298091 3.3
## 43 br. sud amont 01 2001-10-31 0.012493493 2.7
## 44 Dempsey 12 2001-10-31 0.028237585 3.9
## 45 Malt 11 2001-10-31 0.014492754 4.8
## 46 Suggary 02 2001-10-31 0.017561983 2.1
## 47 Waugh sanct. 07 2001-10-31 0.001544402 2.7
## 48 Branche sud aval 03 2001-10-31 0.008329959 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 17.5
## 50 Branche sud aval 03 2002-07-29 0.008329959 15.7
## 51 Sewell 08 2002-07-29 0.031418919 16.8
## 52 Pok amont 04 2002-07-29 NA 13.3
## 53 br. sud amont 01 2002-07-29 0.012493493 14.7
## 54 Morrison 06 2002-07-29 0.020472441 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 17.4
## 56 Pollard 10 2002-07-29 0.137298091 17.0
## 57 Waugh sanct. 07 2002-07-29 0.001544402 16.4
## 58 Dempsey 12 2002-07-29 0.028237585 15.6
## 59 Malt 11 2002-07-29 0.014492754 14.9
## 60 Suggary 02 2002-07-29 0.017561983 17.9
## 61 Pok amont 04 2002-08-28 NA 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 10.2
## 63 Dempsey 12 2002-08-28 0.028237585 13.2
## 64 Branche sud aval 03 2002-08-28 0.008329959 11.3
## 65 Sewell 08 2002-08-28 0.031418919 13.1
## 66 Pollard 10 2002-08-28 0.137298091 11.1
## 67 br. sud amont 01 2002-08-28 0.012493493 11.1
## 68 Morrison 06 2002-08-28 0.020472441 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 12.9
## 70 Suggary 02 2002-08-28 0.017561983 10.6
## 71 Waugh sanct. 07 2002-08-28 0.001544402 10.1
## 72 Malt 11 2002-08-28 0.014492754 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 10.7
## 74 Sewell 08 2002-10-02 0.031418919 12.7
## 75 Pok amont 04 2002-10-02 NA 7.8
## 76 Waugh sanct. 07 2002-10-02 0.001544402 10.7
## 77 Dempsey 12 2002-10-02 0.028237585 11.1
## 78 Branche sud aval 03 2002-10-02 0.008329959 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 12.9
## 80 Pollard 10 2002-10-02 0.137298091 10.8
## 81 br. sud amont 01 2002-10-02 0.012493493 11.0
## 82 Morrison 06 2002-10-02 0.020472441 10.5
## 83 Malt 11 2002-10-02 0.014492754 7.8
## 84 Suggary 02 2002-10-02 0.017561983 10.3
## 85 Pok amont 04 2002-10-31 NA 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 2.7
## 87 Branche sud aval 03 2002-10-31 0.008329959 NaN
## 88 Sewell 08 2002-10-31 0.031418919 1.6
## 89 Suggary 02 2002-10-31 0.017561983 2.7
## 90 Waugh sanct. 07 2002-10-31 0.001544402 2.7
## 91 Dempsey 12 2002-10-31 0.028237585 3.3
## 92 Morrison 06 2002-10-31 0.020472441 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 2.3
## 94 Pollard 10 2002-10-31 0.137298091 2.7
## 95 br. sud amont 01 2002-10-31 0.012493493 2.5
## 96 Malt 11 2002-10-31 0.014492754 4.4subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctSET_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.0150963040 11.5
## 98 Dempsey 12 2021-07-28 0.0194225722 16.1
## 99 Branche sud aval 03 2021-07-28 0.0155662909 15.5
## 100 Sewell 08 2021-07-28 0.0175619835 14.2
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 12.1
## 102 br. sud amont 01 2021-07-28 0.0282375852 14.0
## 103 Morrison 06 2021-07-28 0.0079167408 15.7
## 104 Malt 11 2021-07-28 0.0304054054 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 16.9
## 106 Pollard 10 2021-07-28 0.0240566038 14.6
## 107 Pok amont 04 2021-07-28 0.0630590340 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 11.9
## 109 Malt 11 2021-08-31 0.0240566038 12.0
## 110 Suggary 02 2021-08-31 0.1343612335 11.0
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 12.8
## 112 Dempsey 12 2021-08-31 0.0194225722 15.0
## 113 Branche sud aval 03 2021-08-31 0.0155662909 15.0
## 114 Sewell 08 2021-08-31 0.0175619835 14.6
## 115 Pollard 10 2021-08-31 0.0007722008 15.7
## 116 br. sud amont 01 2021-08-31 0.0282375852 13.7
## 117 Morrison 06 2021-08-31 0.0079167408 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 16.4
## 120 Pok amont 04 2021-08-31 0.0630590340 10.8
## 121 Suggary 02 2021-10-05 0.0000000000 6.3
## 122 Morrison 06 2021-10-05 0.0240566038 7.0
## 123 Malt 11 2021-10-05 0.0630590340 8.5
## 124 Sewell 08 2021-10-05 0.1343612335 8.0
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 9.0
## 126 Dempsey 12 2021-10-05 0.0194225722 8.7
## 127 Branche sud aval 03 2021-10-05 0.0155662909 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 7.9
## 129 Pollard 10 2021-10-05 0.0007722008 8.7
## 130 br. sud amont 01 2021-10-05 0.0282375852 7.3
## 131 Pok amont 04 2021-10-05 0.0079167408 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 6.4
## 133 Malt 11 2021-10-28 0.0304054054 7.1
## 134 Suggary 02 2021-10-28 0.0000000000 6.7
## 135 br. sud amont 01 2021-10-28 0.0240566038 7.0
## 136 Morrison 06 2021-10-28 0.0194225722 6.4
## 137 Branche sud aval 03 2021-10-28 0.0630590340 6.7
## 138 Sewell 08 2021-10-28 0.1343612335 7.4
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 7.3
## 140 Dempsey 12 2021-10-28 0.0282375852 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 7.2
## 143 Pollard 10 2021-10-28 0.0007722008 7.5
## 144 Pok amont 04 2021-10-28 0.0079167408 7.2
## 145 Pollard 10 2022-07-28 0.0240566038 14.2
## 146 Morrison 06 2022-07-28 0.0079167408 13.3
## 147 Malt 11 2022-07-28 0.0304054054 12.9
## 148 Suggary 02 2022-07-28 0.0000000000 11.4
## 149 br. sud amont 01 2022-07-28 0.0150963040 14.9
## 150 Dempsey 12 2022-07-28 0.0194225722 15.3
## 151 Branche sud aval 03 2022-07-28 0.0630590340 15.5
## 152 Sewell 08 2022-07-28 0.1343612335 15.1
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 13.1
## 154 Pok amont 04 2022-07-28 0.0282375852 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 16.2
## 158 Pollard 10 2022-09-01 0.0240566038 15.1
## 159 br. sud amont 01 2022-09-01 0.0282375852 14.8
## 160 Morrison 06 2022-09-01 0.0079167408 15.0
## 161 Malt 11 2022-09-01 0.0304054054 12.3
## 162 Suggary 02 2022-09-01 0.1343612335 11.9
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 14.0
## 164 Dempsey 12 2022-09-01 0.0194225722 15.0
## 165 Branche sud aval 03 2022-09-01 0.0630590340 16.2
## 166 Sewell 08 2022-09-01 0.0175619835 15.9
## 167 Pok amont 04 2022-09-01 0.0007722008 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 12.9
## 169 Sewell 08 2022-10-03 0.0240566038 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 6.5
## 172 Pollard 10 2022-10-03 0.0007722008 6.5
## 173 br. sud amont 01 2022-10-03 0.0282375852 5.6
## 174 Morrison 06 2022-10-03 0.0079167408 4.7
## 175 Malt 11 2022-10-03 0.0630590340 7.9
## 176 Suggary 02 2022-10-03 0.1343612335 4.5
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 6.3
## 178 Dempsey 12 2022-10-03 0.0194225722 6.0
## 179 Branche sud aval 03 2022-10-03 0.0155662909 6.2
## 180 Pok amont 04 2022-10-03 0.0175619835 6.5
## 181 Branche sud aval 03 2022-11-01 0.0000000000 6.5
## 182 Sewell 08 2022-11-01 0.0240566038 7.1
## 183 Pok amont 04 2022-11-01 0.0079167408 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 7.4
## 186 Pollard 10 2022-11-01 0.0007722008 8.0
## 187 br. sud amont 01 2022-11-01 0.0282375852 7.0
## 188 Morrison 06 2022-11-01 0.0194225722 5.9
## 189 Malt 11 2022-11-01 0.0630590340 7.6
## 190 Suggary 02 2022-11-01 0.1343612335 6.5
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 7.3
## 192 Dempsey 12 2022-11-01 0.0155662909 7.8ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 10 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 10 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_oxygène dissous
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctSET_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.012493493 11.30
## 2 Morrison 06 2001-08-01 0.020472441 10.60
## 3 Malt 11 2001-08-01 0.014492754 11.80
## 4 Suggary 02 2001-08-01 0.017561983 10.50
## 5 Waugh sanct. 07 2001-08-01 0.001544402 10.40
## 6 Dempsey 12 2001-08-01 0.028237585 8.10
## 7 Branche sud aval 03 2001-08-01 0.008329959 11.00
## 8 Sewell 08 2001-08-01 0.031418919 11.10
## 9 Pok amont 04 2001-08-01 NA 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 12.10
## 12 Pollard 10 2001-08-01 0.137298091 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 10.60
## 14 Pollard 10 2001-08-28 0.137298091 9.60
## 15 br. sud amont 01 2001-08-28 0.012493493 10.12
## 16 Morrison 06 2001-08-28 0.020472441 NaN
## 17 Malt 11 2001-08-28 0.014492754 10.60
## 18 Suggary 02 2001-08-28 0.017561983 9.45
## 19 Waugh sanct. 07 2001-08-28 0.001544402 10.00
## 20 Dempsey 12 2001-08-28 0.028237585 8.80
## 21 Branche sud aval 03 2001-08-28 0.008329959 10.00
## 22 Sewell 08 2001-08-28 0.031418919 9.40
## 23 Pok amont 04 2001-08-28 NA 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 10.00
## 25 Pok amont 04 2001-09-26 NA 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 8.51
## 28 Pollard 10 2001-09-26 0.137298091 8.40
## 29 br. sud amont 01 2001-09-26 0.012493493 8.50
## 30 Morrison 06 2001-09-26 0.020472441 8.60
## 31 Malt 11 2001-09-26 0.014492754 9.00
## 32 Suggary 02 2001-09-26 0.017561983 8.44
## 33 Waugh sanct. 07 2001-09-26 0.001544402 8.62
## 34 Dempsey 12 2001-09-26 0.028237585 8.30
## 35 Branche sud aval 03 2001-09-26 0.008329959 9.20
## 36 Sewell 08 2001-09-26 0.031418919 7.92
## 37 Sewell 08 2001-10-31 0.031418919 7.70
## 38 Pok amont 04 2001-10-31 NA 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 9.46
## 40 Morrison 06 2001-10-31 0.020472441 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 8.70
## 42 Pollard 10 2001-10-31 0.137298091 8.85
## 43 br. sud amont 01 2001-10-31 0.012493493 7.80
## 44 Dempsey 12 2001-10-31 0.028237585 8.43
## 45 Malt 11 2001-10-31 0.014492754 9.20
## 46 Suggary 02 2001-10-31 0.017561983 7.30
## 47 Waugh sanct. 07 2001-10-31 0.001544402 8.00
## 48 Branche sud aval 03 2001-10-31 0.008329959 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 8.01
## 50 Branche sud aval 03 2002-07-29 0.008329959 8.50
## 51 Sewell 08 2002-07-29 0.031418919 7.60
## 52 Pok amont 04 2002-07-29 NA 8.17
## 53 br. sud amont 01 2002-07-29 0.012493493 8.65
## 54 Morrison 06 2002-07-29 0.020472441 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 7.10
## 56 Pollard 10 2002-07-29 0.137298091 7.45
## 57 Waugh sanct. 07 2002-07-29 0.001544402 7.90
## 58 Dempsey 12 2002-07-29 0.028237585 8.30
## 59 Malt 11 2002-07-29 0.014492754 8.90
## 60 Suggary 02 2002-07-29 0.017561983 8.20
## 61 Pok amont 04 2002-08-28 NA 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 9.46
## 63 Dempsey 12 2002-08-28 0.028237585 8.20
## 64 Branche sud aval 03 2002-08-28 0.008329959 10.41
## 65 Sewell 08 2002-08-28 0.031418919 9.80
## 66 Pollard 10 2002-08-28 0.137298091 9.02
## 67 br. sud amont 01 2002-08-28 0.012493493 10.20
## 68 Morrison 06 2002-08-28 0.020472441 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 11.05
## 70 Suggary 02 2002-08-28 0.017561983 11.24
## 71 Waugh sanct. 07 2002-08-28 0.001544402 10.00
## 72 Malt 11 2002-08-28 0.014492754 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 4.42
## 74 Sewell 08 2002-10-02 0.031418919 6.84
## 75 Pok amont 04 2002-10-02 NA 7.20
## 76 Waugh sanct. 07 2002-10-02 0.001544402 6.10
## 77 Dempsey 12 2002-10-02 0.028237585 5.70
## 78 Branche sud aval 03 2002-10-02 0.008329959 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 7.49
## 80 Pollard 10 2002-10-02 0.137298091 6.80
## 81 br. sud amont 01 2002-10-02 0.012493493 7.16
## 82 Morrison 06 2002-10-02 0.020472441 7.60
## 83 Malt 11 2002-10-02 0.014492754 6.40
## 84 Suggary 02 2002-10-02 0.017561983 8.08
## 85 Pok amont 04 2002-10-31 NA 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 8.50
## 87 Branche sud aval 03 2002-10-31 0.008329959 NaN
## 88 Sewell 08 2002-10-31 0.031418919 8.30
## 89 Suggary 02 2002-10-31 0.017561983 8.60
## 90 Waugh sanct. 07 2002-10-31 0.001544402 7.00
## 91 Dempsey 12 2002-10-31 0.028237585 7.40
## 92 Morrison 06 2002-10-31 0.020472441 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 7.60
## 94 Pollard 10 2002-10-31 0.137298091 7.60
## 95 br. sud amont 01 2002-10-31 0.012493493 8.20
## 96 Malt 11 2002-10-31 0.014492754 8.00subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctSET_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.0150963040 9.68
## 98 Dempsey 12 2021-07-28 0.0194225722 9.38
## 99 Branche sud aval 03 2021-07-28 0.0155662909 8.51
## 100 Sewell 08 2021-07-28 0.0175619835 9.29
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 9.84
## 102 br. sud amont 01 2021-07-28 0.0282375852 8.43
## 103 Morrison 06 2021-07-28 0.0079167408 9.04
## 104 Malt 11 2021-07-28 0.0304054054 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 8.70
## 106 Pollard 10 2021-07-28 0.0240566038 9.81
## 107 Pok amont 04 2021-07-28 0.0630590340 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 10.29
## 109 Malt 11 2021-08-31 0.0240566038 11.07
## 110 Suggary 02 2021-08-31 0.1343612335 10.16
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 10.03
## 112 Dempsey 12 2021-08-31 0.0194225722 9.51
## 113 Branche sud aval 03 2021-08-31 0.0155662909 8.83
## 114 Sewell 08 2021-08-31 0.0175619835 8.18
## 115 Pollard 10 2021-08-31 0.0007722008 8.15
## 116 br. sud amont 01 2021-08-31 0.0282375852 7.94
## 117 Morrison 06 2021-08-31 0.0079167408 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 8.54
## 120 Pok amont 04 2021-08-31 0.0630590340 8.70
## 121 Suggary 02 2021-10-05 0.0000000000 12.14
## 122 Morrison 06 2021-10-05 0.0240566038 11.19
## 123 Malt 11 2021-10-05 0.0630590340 10.27
## 124 Sewell 08 2021-10-05 0.1343612335 11.17
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 10.42
## 126 Dempsey 12 2021-10-05 0.0194225722 10.86
## 127 Branche sud aval 03 2021-10-05 0.0155662909 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 10.87
## 129 Pollard 10 2021-10-05 0.0007722008 11.29
## 130 br. sud amont 01 2021-10-05 0.0282375852 10.74
## 131 Pok amont 04 2021-10-05 0.0079167408 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 11.40
## 133 Malt 11 2021-10-28 0.0304054054 10.50
## 134 Suggary 02 2021-10-28 0.0000000000 11.68
## 135 br. sud amont 01 2021-10-28 0.0240566038 10.93
## 136 Morrison 06 2021-10-28 0.0194225722 11.66
## 137 Branche sud aval 03 2021-10-28 0.0630590340 11.22
## 138 Sewell 08 2021-10-28 0.1343612335 11.44
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 10.96
## 140 Dempsey 12 2021-10-28 0.0282375852 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 10.41
## 143 Pollard 10 2021-10-28 0.0007722008 10.54
## 144 Pok amont 04 2021-10-28 0.0079167408 10.80
## 145 Pollard 10 2022-07-28 0.0240566038 10.75
## 146 Morrison 06 2022-07-28 0.0079167408 10.00
## 147 Malt 11 2022-07-28 0.0304054054 11.60
## 148 Suggary 02 2022-07-28 0.0000000000 11.40
## 149 br. sud amont 01 2022-07-28 0.0150963040 8.64
## 150 Dempsey 12 2022-07-28 0.0194225722 9.34
## 151 Branche sud aval 03 2022-07-28 0.0630590340 9.55
## 152 Sewell 08 2022-07-28 0.1343612335 9.50
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 9.90
## 154 Pok amont 04 2022-07-28 0.0282375852 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 9.19
## 158 Pollard 10 2022-09-01 0.0240566038 10.25
## 159 br. sud amont 01 2022-09-01 0.0282375852 8.28
## 160 Morrison 06 2022-09-01 0.0079167408 9.52
## 161 Malt 11 2022-09-01 0.0304054054 11.08
## 162 Suggary 02 2022-09-01 0.1343612335 10.24
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 9.22
## 164 Dempsey 12 2022-09-01 0.0194225722 9.44
## 165 Branche sud aval 03 2022-09-01 0.0630590340 8.95
## 166 Sewell 08 2022-09-01 0.0175619835 9.02
## 167 Pok amont 04 2022-09-01 0.0007722008 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 10.06
## 169 Sewell 08 2022-10-03 0.0240566038 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 12.20
## 172 Pollard 10 2022-10-03 0.0007722008 13.04
## 173 br. sud amont 01 2022-10-03 0.0282375852 11.04
## 174 Morrison 06 2022-10-03 0.0079167408 12.92
## 175 Malt 11 2022-10-03 0.0630590340 12.67
## 176 Suggary 02 2022-10-03 0.1343612335 13.13
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 12.07
## 178 Dempsey 12 2022-10-03 0.0194225722 11.87
## 179 Branche sud aval 03 2022-10-03 0.0155662909 12.21
## 180 Pok amont 04 2022-10-03 0.0175619835 10.04
## 181 Branche sud aval 03 2022-11-01 0.0000000000 12.07
## 182 Sewell 08 2022-11-01 0.0240566038 12.13
## 183 Pok amont 04 2022-11-01 0.0079167408 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 11.17
## 186 Pollard 10 2022-11-01 0.0007722008 10.85
## 187 br. sud amont 01 2022-11-01 0.0282375852 11.78
## 188 Morrison 06 2022-11-01 0.0194225722 12.66
## 189 Malt 11 2022-11-01 0.0630590340 11.63
## 190 Suggary 02 2022-11-01 0.1343612335 12.35
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 9.42
## 192 Dempsey 12 2022-11-01 0.0155662909 11.07ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène dissous et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 10 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 10 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_Conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctSET_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.012493493 171.0
## 2 Morrison 06 2001-08-01 0.020472441 114.0
## 3 Malt 11 2001-08-01 0.014492754 108.0
## 4 Suggary 02 2001-08-01 0.017561983 118.0
## 5 Waugh sanct. 07 2001-08-01 0.001544402 133.0
## 6 Dempsey 12 2001-08-01 0.028237585 128.0
## 7 Branche sud aval 03 2001-08-01 0.008329959 115.0
## 8 Sewell 08 2001-08-01 0.031418919 134.0
## 9 Pok amont 04 2001-08-01 NA 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 100.0
## 12 Pollard 10 2001-08-01 0.137298091 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 105.0
## 14 Pollard 10 2001-08-28 0.137298091 162.0
## 15 br. sud amont 01 2001-08-28 0.012493493 177.0
## 16 Morrison 06 2001-08-28 0.020472441 115.0
## 17 Malt 11 2001-08-28 0.014492754 90.3
## 18 Suggary 02 2001-08-28 0.017561983 119.0
## 19 Waugh sanct. 07 2001-08-28 0.001544402 132.0
## 20 Dempsey 12 2001-08-28 0.028237585 129.0
## 21 Branche sud aval 03 2001-08-28 0.008329959 113.0
## 22 Sewell 08 2001-08-28 0.031418919 150.0
## 23 Pok amont 04 2001-08-28 NA 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 112.0
## 25 Pok amont 04 2001-09-26 NA 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 111.0
## 28 Pollard 10 2001-09-26 0.137298091 153.5
## 29 br. sud amont 01 2001-09-26 0.012493493 158.0
## 30 Morrison 06 2001-09-26 0.020472441 117.0
## 31 Malt 11 2001-09-26 0.014492754 97.7
## 32 Suggary 02 2001-09-26 0.017561983 139.0
## 33 Waugh sanct. 07 2001-09-26 0.001544402 136.0
## 34 Dempsey 12 2001-09-26 0.028237585 137.0
## 35 Branche sud aval 03 2001-09-26 0.008329959 123.0
## 36 Sewell 08 2001-09-26 0.031418919 173.0
## 37 Sewell 08 2001-10-31 0.031418919 111.0
## 38 Pok amont 04 2001-10-31 NA 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 112.0
## 40 Morrison 06 2001-10-31 0.020472441 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 87.2
## 42 Pollard 10 2001-10-31 0.137298091 164.0
## 43 br. sud amont 01 2001-10-31 0.012493493 162.0
## 44 Dempsey 12 2001-10-31 0.028237585 128.0
## 45 Malt 11 2001-10-31 0.014492754 98.8
## 46 Suggary 02 2001-10-31 0.017561983 120.0
## 47 Waugh sanct. 07 2001-10-31 0.001544402 102.0
## 48 Branche sud aval 03 2001-10-31 0.008329959 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 112.0
## 50 Branche sud aval 03 2002-07-29 0.008329959 116.0
## 51 Sewell 08 2002-07-29 0.031418919 139.0
## 52 Pok amont 04 2002-07-29 NA 57.1
## 53 br. sud amont 01 2002-07-29 0.012493493 148.0
## 54 Morrison 06 2002-07-29 0.020472441 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 105.0
## 56 Pollard 10 2002-07-29 0.137298091 162.0
## 57 Waugh sanct. 07 2002-07-29 0.001544402 133.0
## 58 Dempsey 12 2002-07-29 0.028237585 143.0
## 59 Malt 11 2002-07-29 0.014492754 96.6
## 60 Suggary 02 2002-07-29 0.017561983 110.0
## 61 Pok amont 04 2002-08-28 NA 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 115.0
## 63 Dempsey 12 2002-08-28 0.028237585 144.0
## 64 Branche sud aval 03 2002-08-28 0.008329959 121.0
## 65 Sewell 08 2002-08-28 0.031418919 168.0
## 66 Pollard 10 2002-08-28 0.137298091 164.0
## 67 br. sud amont 01 2002-08-28 0.012493493 185.0
## 68 Morrison 06 2002-08-28 0.020472441 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 111.0
## 70 Suggary 02 2002-08-28 0.017561983 110.5
## 71 Waugh sanct. 07 2002-08-28 0.001544402 135.0
## 72 Malt 11 2002-08-28 0.014492754 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 120.0
## 74 Sewell 08 2002-10-02 0.031418919 158.0
## 75 Pok amont 04 2002-10-02 NA 69.4
## 76 Waugh sanct. 07 2002-10-02 0.001544402 148.0
## 77 Dempsey 12 2002-10-02 0.028237585 145.0
## 78 Branche sud aval 03 2002-10-02 0.008329959 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 108.0
## 80 Pollard 10 2002-10-02 0.137298091 176.0
## 81 br. sud amont 01 2002-10-02 0.012493493 194.0
## 82 Morrison 06 2002-10-02 0.020472441 128.0
## 83 Malt 11 2002-10-02 0.014492754 106.0
## 84 Suggary 02 2002-10-02 0.017561983 114.0
## 85 Pok amont 04 2002-10-31 NA 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 122.0
## 87 Branche sud aval 03 2002-10-31 0.008329959 126.0
## 88 Sewell 08 2002-10-31 0.031418919 120.0
## 89 Suggary 02 2002-10-31 0.017561983 118.0
## 90 Waugh sanct. 07 2002-10-31 0.001544402 129.0
## 91 Dempsey 12 2002-10-31 0.028237585 141.0
## 92 Morrison 06 2002-10-31 0.020472441 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 103.0
## 94 Pollard 10 2002-10-31 0.137298091 176.0
## 95 br. sud amont 01 2002-10-31 0.012493493 175.5
## 96 Malt 11 2002-10-31 0.014492754 107.0subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctSET_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.0150963040
## 98 Dempsey 12 2021-07-28 0.0194225722
## 99 Branche sud aval 03 2021-07-28 0.0155662909
## 100 Sewell 08 2021-07-28 0.0175619835
## 101 Waugh sanct. 07 2021-07-28 0.0007722008
## 102 br. sud amont 01 2021-07-28 0.0282375852
## 103 Morrison 06 2021-07-28 0.0079167408
## 104 Malt 11 2021-07-28 0.0304054054
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000
## 106 Pollard 10 2021-07-28 0.0240566038
## 107 Pok amont 04 2021-07-28 0.0630590340
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335
## 109 Malt 11 2021-08-31 0.0240566038
## 110 Suggary 02 2021-08-31 0.1343612335
## 111 Waugh sanct. 07 2021-08-31 0.0150963040
## 112 Dempsey 12 2021-08-31 0.0194225722
## 113 Branche sud aval 03 2021-08-31 0.0155662909
## 114 Sewell 08 2021-08-31 0.0175619835
## 115 Pollard 10 2021-08-31 0.0007722008
## 116 br. sud amont 01 2021-08-31 0.0282375852
## 117 Morrison 06 2021-08-31 0.0079167408
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000
## 120 Pok amont 04 2021-08-31 0.0630590340
## 121 Suggary 02 2021-10-05 0.0000000000
## 122 Morrison 06 2021-10-05 0.0240566038
## 123 Malt 11 2021-10-05 0.0630590340
## 124 Sewell 08 2021-10-05 0.1343612335
## 125 Waugh sanct. 07 2021-10-05 0.0150963040
## 126 Dempsey 12 2021-10-05 0.0194225722
## 127 Branche sud aval 03 2021-10-05 0.0155662909
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835
## 129 Pollard 10 2021-10-05 0.0007722008
## 130 br. sud amont 01 2021-10-05 0.0282375852
## 131 Pok amont 04 2021-10-05 0.0079167408
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054
## 133 Malt 11 2021-10-28 0.0304054054
## 134 Suggary 02 2021-10-28 0.0000000000
## 135 br. sud amont 01 2021-10-28 0.0240566038
## 136 Morrison 06 2021-10-28 0.0194225722
## 137 Branche sud aval 03 2021-10-28 0.0630590340
## 138 Sewell 08 2021-10-28 0.1343612335
## 139 Waugh sanct. 07 2021-10-28 0.0150963040
## 140 Dempsey 12 2021-10-28 0.0282375852
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835
## 143 Pollard 10 2021-10-28 0.0007722008
## 144 Pok amont 04 2021-10-28 0.0079167408
## 145 Pollard 10 2022-07-28 0.0240566038
## 146 Morrison 06 2022-07-28 0.0079167408
## 147 Malt 11 2022-07-28 0.0304054054
## 148 Suggary 02 2022-07-28 0.0000000000
## 149 br. sud amont 01 2022-07-28 0.0150963040
## 150 Dempsey 12 2022-07-28 0.0194225722
## 151 Branche sud aval 03 2022-07-28 0.0630590340
## 152 Sewell 08 2022-07-28 0.1343612335
## 153 Waugh sanct. 07 2022-07-28 0.0007722008
## 154 Pok amont 04 2022-07-28 0.0282375852
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000
## 158 Pollard 10 2022-09-01 0.0240566038
## 159 br. sud amont 01 2022-09-01 0.0282375852
## 160 Morrison 06 2022-09-01 0.0079167408
## 161 Malt 11 2022-09-01 0.0304054054
## 162 Suggary 02 2022-09-01 0.1343612335
## 163 Waugh sanct. 07 2022-09-01 0.0150963040
## 164 Dempsey 12 2022-09-01 0.0194225722
## 165 Branche sud aval 03 2022-09-01 0.0630590340
## 166 Sewell 08 2022-09-01 0.0175619835
## 167 Pok amont 04 2022-09-01 0.0007722008
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909
## 169 Sewell 08 2022-10-03 0.0240566038
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000
## 172 Pollard 10 2022-10-03 0.0007722008
## 173 br. sud amont 01 2022-10-03 0.0282375852
## 174 Morrison 06 2022-10-03 0.0079167408
## 175 Malt 11 2022-10-03 0.0630590340
## 176 Suggary 02 2022-10-03 0.1343612335
## 177 Waugh sanct. 07 2022-10-03 0.0150963040
## 178 Dempsey 12 2022-10-03 0.0194225722
## 179 Branche sud aval 03 2022-10-03 0.0155662909
## 180 Pok amont 04 2022-10-03 0.0175619835
## 181 Branche sud aval 03 2022-11-01 0.0000000000
## 182 Sewell 08 2022-11-01 0.0240566038
## 183 Pok amont 04 2022-11-01 0.0079167408
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835
## 186 Pollard 10 2022-11-01 0.0007722008
## 187 br. sud amont 01 2022-11-01 0.0282375852
## 188 Morrison 06 2022-11-01 0.0194225722
## 189 Malt 11 2022-11-01 0.0630590340
## 190 Suggary 02 2022-11-01 0.1343612335
## 191 Waugh sanct. 07 2022-11-01 0.0150963040
## 192 Dempsey 12 2022-11-01 0.0155662909
## Conductivity_microS_cm
## 97 109
## 98 139
## 99 119
## 100 131
## 101 128
## 102 177
## 103 122
## 104 90
## 105 115
## 106 166
## 107 60
## 108 109
## 109 96
## 110 116
## 111 138
## 112 152
## 113 125
## 114 161
## 115 196
## 116 199
## 117 129
## 118 118
## 119 114
## 120 70
## 121 98
## 122 114
## 123 74
## 124 72
## 125 70
## 126 96
## 127 86
## 128 90
## 129 128
## 130 91
## 131 52
## 132 95
## 133 80
## 134 100
## 135 114
## 136 118
## 137 97
## 138 81
## 139 88
## 140 113
## 141 102
## 142 97
## 143 139
## 144 54
## 145 163
## 146 119
## 147 88
## 148 107
## 149 161
## 150 134
## 151 113
## 152 113
## 153 126
## 154 59
## 155 108
## 156 113
## 157 107
## 158 178
## 159 180
## 160 117
## 161 88
## 162 104
## 163 114
## 164 137
## 165 117
## 166 116
## 167 63
## 168 108
## 169 114
## 170 113
## 171 94
## 172 179
## 173 182
## 174 120
## 175 95
## 176 107
## 177 114
## 178 143
## 179 118
## 180 64
## 181 112
## 182 92
## 183 69
## 184 112
## 185 92
## 186 177
## 187 144
## 188 125
## 189 91
## 190 108
## 191 92
## 192 136ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,pH_units))## Station2 Date pctSET_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.012493493 8.200
## 2 Morrison 06 2001-08-01 0.020472441 7.950
## 3 Malt 11 2001-08-01 0.014492754 7.860
## 4 Suggary 02 2001-08-01 0.017561983 8.020
## 5 Waugh sanct. 07 2001-08-01 0.001544402 7.970
## 6 Dempsey 12 2001-08-01 0.028237585 7.960
## 7 Branche sud aval 03 2001-08-01 0.008329959 8.030
## 8 Sewell 08 2001-08-01 0.031418919 8.020
## 9 Pok amont 04 2001-08-01 NA 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 7.860
## 12 Pollard 10 2001-08-01 0.137298091 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 7.910
## 14 Pollard 10 2001-08-28 0.137298091 7.860
## 15 br. sud amont 01 2001-08-28 0.012493493 7.980
## 16 Morrison 06 2001-08-28 0.020472441 7.940
## 17 Malt 11 2001-08-28 0.014492754 7.460
## 18 Suggary 02 2001-08-28 0.017561983 7.880
## 19 Waugh sanct. 07 2001-08-28 0.001544402 7.890
## 20 Dempsey 12 2001-08-28 0.028237585 7.760
## 21 Branche sud aval 03 2001-08-28 0.008329959 7.890
## 22 Sewell 08 2001-08-28 0.031418919 7.900
## 23 Pok amont 04 2001-08-28 NA 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 7.770
## 25 Pok amont 04 2001-09-26 NA 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 7.870
## 28 Pollard 10 2001-09-26 0.137298091 7.850
## 29 br. sud amont 01 2001-09-26 0.012493493 8.050
## 30 Morrison 06 2001-09-26 0.020472441 8.020
## 31 Malt 11 2001-09-26 0.014492754 7.710
## 32 Suggary 02 2001-09-26 0.017561983 8.080
## 33 Waugh sanct. 07 2001-09-26 0.001544402 8.020
## 34 Dempsey 12 2001-09-26 0.028237585 7.950
## 35 Branche sud aval 03 2001-09-26 0.008329959 8.040
## 36 Sewell 08 2001-09-26 0.031418919 8.060
## 37 Sewell 08 2001-10-31 0.031418919 7.740
## 38 Pok amont 04 2001-10-31 NA 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 7.950
## 40 Morrison 06 2001-10-31 0.020472441 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 7.500
## 42 Pollard 10 2001-10-31 0.137298091 7.870
## 43 br. sud amont 01 2001-10-31 0.012493493 7.960
## 44 Dempsey 12 2001-10-31 0.028237585 7.820
## 45 Malt 11 2001-10-31 0.014492754 7.530
## 46 Suggary 02 2001-10-31 0.017561983 7.650
## 47 Waugh sanct. 07 2001-10-31 0.001544402 7.410
## 48 Branche sud aval 03 2001-10-31 0.008329959 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 7.840
## 50 Branche sud aval 03 2002-07-29 0.008329959 7.870
## 51 Sewell 08 2002-07-29 0.031418919 7.840
## 52 Pok amont 04 2002-07-29 NA 7.180
## 53 br. sud amont 01 2002-07-29 0.012493493 7.840
## 54 Morrison 06 2002-07-29 0.020472441 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 7.580
## 56 Pollard 10 2002-07-29 0.137298091 7.730
## 57 Waugh sanct. 07 2002-07-29 0.001544402 7.700
## 58 Dempsey 12 2002-07-29 0.028237585 7.755
## 59 Malt 11 2002-07-29 0.014492754 7.420
## 60 Suggary 02 2002-07-29 0.017561983 7.740
## 61 Pok amont 04 2002-08-28 NA 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 7.800
## 63 Dempsey 12 2002-08-28 0.028237585 7.690
## 64 Branche sud aval 03 2002-08-28 0.008329959 7.850
## 65 Sewell 08 2002-08-28 0.031418919 7.920
## 66 Pollard 10 2002-08-28 0.137298091 7.730
## 67 br. sud amont 01 2002-08-28 0.012493493 8.070
## 68 Morrison 06 2002-08-28 0.020472441 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 7.790
## 70 Suggary 02 2002-08-28 0.017561983 7.815
## 71 Waugh sanct. 07 2002-08-28 0.001544402 7.750
## 72 Malt 11 2002-08-28 0.014492754 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 7.830
## 74 Sewell 08 2002-10-02 0.031418919 7.820
## 75 Pok amont 04 2002-10-02 NA 7.270
## 76 Waugh sanct. 07 2002-10-02 0.001544402 7.760
## 77 Dempsey 12 2002-10-02 0.028237585 7.640
## 78 Branche sud aval 03 2002-10-02 0.008329959 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 7.650
## 80 Pollard 10 2002-10-02 0.137298091 7.720
## 81 br. sud amont 01 2002-10-02 0.012493493 7.970
## 82 Morrison 06 2002-10-02 0.020472441 7.890
## 83 Malt 11 2002-10-02 0.014492754 7.380
## 84 Suggary 02 2002-10-02 0.017561983 7.830
## 85 Pok amont 04 2002-10-31 NA 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 7.820
## 87 Branche sud aval 03 2002-10-31 0.008329959 NaN
## 88 Sewell 08 2002-10-31 0.031418919 7.550
## 89 Suggary 02 2002-10-31 0.017561983 7.770
## 90 Waugh sanct. 07 2002-10-31 0.001544402 7.580
## 91 Dempsey 12 2002-10-31 0.028237585 7.690
## 92 Morrison 06 2002-10-31 0.020472441 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 7.440
## 94 Pollard 10 2002-10-31 0.137298091 7.780
## 95 br. sud amont 01 2002-10-31 0.012493493 7.865
## 96 Malt 11 2002-10-31 0.014492754 7.560subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,pH_units))## Station2 Date pctSET_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.0150963040 7.5
## 98 Dempsey 12 2021-07-28 0.0194225722 7.6
## 99 Branche sud aval 03 2021-07-28 0.0155662909 7.6
## 100 Sewell 08 2021-07-28 0.0175619835 7.7
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 7.6
## 102 br. sud amont 01 2021-07-28 0.0282375852 7.6
## 103 Morrison 06 2021-07-28 0.0079167408 7.4
## 104 Malt 11 2021-07-28 0.0304054054 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 7.6
## 106 Pollard 10 2021-07-28 0.0240566038 7.6
## 107 Pok amont 04 2021-07-28 0.0630590340 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 7.6
## 109 Malt 11 2021-08-31 0.0240566038 7.3
## 110 Suggary 02 2021-08-31 0.1343612335 7.6
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 7.8
## 112 Dempsey 12 2021-08-31 0.0194225722 7.6
## 113 Branche sud aval 03 2021-08-31 0.0155662909 7.8
## 114 Sewell 08 2021-08-31 0.0175619835 7.8
## 115 Pollard 10 2021-08-31 0.0007722008 7.8
## 116 br. sud amont 01 2021-08-31 0.0282375852 7.5
## 117 Morrison 06 2021-08-31 0.0079167408 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 7.7
## 120 Pok amont 04 2021-08-31 0.0630590340 7.1
## 121 Suggary 02 2021-10-05 0.0000000000 7.6
## 122 Morrison 06 2021-10-05 0.0240566038 7.1
## 123 Malt 11 2021-10-05 0.0630590340 7.1
## 124 Sewell 08 2021-10-05 0.1343612335 7.5
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 7.2
## 126 Dempsey 12 2021-10-05 0.0194225722 7.3
## 127 Branche sud aval 03 2021-10-05 0.0155662909 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 7.4
## 129 Pollard 10 2021-10-05 0.0007722008 7.5
## 130 br. sud amont 01 2021-10-05 0.0282375852 7.2
## 131 Pok amont 04 2021-10-05 0.0079167408 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 7.2
## 133 Malt 11 2021-10-28 0.0304054054 7.0
## 134 Suggary 02 2021-10-28 0.0000000000 7.6
## 135 br. sud amont 01 2021-10-28 0.0240566038 7.5
## 136 Morrison 06 2021-10-28 0.0194225722 7.6
## 137 Branche sud aval 03 2021-10-28 0.0630590340 7.6
## 138 Sewell 08 2021-10-28 0.1343612335 7.5
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 7.5
## 140 Dempsey 12 2021-10-28 0.0282375852 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 7.5
## 143 Pollard 10 2021-10-28 0.0007722008 7.7
## 144 Pok amont 04 2021-10-28 0.0079167408 7.5
## 145 Pollard 10 2022-07-28 0.0240566038 7.7
## 146 Morrison 06 2022-07-28 0.0079167408 7.8
## 147 Malt 11 2022-07-28 0.0304054054 7.6
## 148 Suggary 02 2022-07-28 0.0000000000 7.7
## 149 br. sud amont 01 2022-07-28 0.0150963040 7.9
## 150 Dempsey 12 2022-07-28 0.0194225722 7.8
## 151 Branche sud aval 03 2022-07-28 0.0630590340 7.8
## 152 Sewell 08 2022-07-28 0.1343612335 7.7
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 7.8
## 154 Pok amont 04 2022-07-28 0.0282375852 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 7.8
## 158 Pollard 10 2022-09-01 0.0240566038 7.8
## 159 br. sud amont 01 2022-09-01 0.0282375852 8.0
## 160 Morrison 06 2022-09-01 0.0079167408 8.0
## 161 Malt 11 2022-09-01 0.0304054054 7.7
## 162 Suggary 02 2022-09-01 0.1343612335 7.8
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 7.9
## 164 Dempsey 12 2022-09-01 0.0194225722 7.9
## 165 Branche sud aval 03 2022-09-01 0.0630590340 7.9
## 166 Sewell 08 2022-09-01 0.0175619835 7.9
## 167 Pok amont 04 2022-09-01 0.0007722008 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 7.8
## 169 Sewell 08 2022-10-03 0.0240566038 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 7.5
## 172 Pollard 10 2022-10-03 0.0007722008 7.8
## 173 br. sud amont 01 2022-10-03 0.0282375852 7.9
## 174 Morrison 06 2022-10-03 0.0079167408 7.9
## 175 Malt 11 2022-10-03 0.0630590340 7.5
## 176 Suggary 02 2022-10-03 0.1343612335 7.7
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 7.6
## 178 Dempsey 12 2022-10-03 0.0194225722 7.7
## 179 Branche sud aval 03 2022-10-03 0.0155662909 7.8
## 180 Pok amont 04 2022-10-03 0.0175619835 7.1
## 181 Branche sud aval 03 2022-11-01 0.0000000000 7.6
## 182 Sewell 08 2022-11-01 0.0240566038 7.5
## 183 Pok amont 04 2022-11-01 0.0079167408 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 7.3
## 186 Pollard 10 2022-11-01 0.0007722008 7.6
## 187 br. sud amont 01 2022-11-01 0.0282375852 7.5
## 188 Morrison 06 2022-11-01 0.0194225722 7.8
## 189 Malt 11 2022-11-01 0.0630590340 7.0
## 190 Suggary 02 2022-11-01 0.1343612335 7.5
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 7.2
## 192 Dempsey 12 2022-11-01 0.0155662909 7.4ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le potentiel d'hydrogène et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 9 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 9 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Turbidity_NTU))## Station2 Date pctSET_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.012493493 6.400
## 2 Morrison 06 2001-08-01 0.020472441 0.600
## 3 Malt 11 2001-08-01 0.014492754 1.600
## 4 Suggary 02 2001-08-01 0.017561983 0.700
## 5 Waugh sanct. 07 2001-08-01 0.001544402 1.200
## 6 Dempsey 12 2001-08-01 0.028237585 1.300
## 7 Branche sud aval 03 2001-08-01 0.008329959 0.500
## 8 Sewell 08 2001-08-01 0.031418919 1.500
## 9 Pok amont 04 2001-08-01 NA 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 0.100
## 12 Pollard 10 2001-08-01 0.137298091 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 1.200
## 14 Pollard 10 2001-08-28 0.137298091 0.800
## 15 br. sud amont 01 2001-08-28 0.012493493 6.100
## 16 Morrison 06 2001-08-28 0.020472441 0.700
## 17 Malt 11 2001-08-28 0.014492754 0.500
## 18 Suggary 02 2001-08-28 0.017561983 3.500
## 19 Waugh sanct. 07 2001-08-28 0.001544402 1.000
## 20 Dempsey 12 2001-08-28 0.028237585 1.700
## 21 Branche sud aval 03 2001-08-28 0.008329959 0.900
## 22 Sewell 08 2001-08-28 0.031418919 6.500
## 23 Pok amont 04 2001-08-28 NA 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 1.000
## 25 Pok amont 04 2001-09-26 NA 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 1.200
## 28 Pollard 10 2001-09-26 0.137298091 1.150
## 29 br. sud amont 01 2001-09-26 0.012493493 44.800
## 30 Morrison 06 2001-09-26 0.020472441 0.900
## 31 Malt 11 2001-09-26 0.014492754 7.800
## 32 Suggary 02 2001-09-26 0.017561983 1.700
## 33 Waugh sanct. 07 2001-09-26 0.001544402 1.200
## 34 Dempsey 12 2001-09-26 0.028237585 1.500
## 35 Branche sud aval 03 2001-09-26 0.008329959 2.400
## 36 Sewell 08 2001-09-26 0.031418919 3.000
## 37 Sewell 08 2001-10-31 0.031418919 5.500
## 38 Pok amont 04 2001-10-31 NA 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 1.000
## 40 Morrison 06 2001-10-31 0.020472441 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 1.400
## 42 Pollard 10 2001-10-31 0.137298091 0.600
## 43 br. sud amont 01 2001-10-31 0.012493493 1.100
## 44 Dempsey 12 2001-10-31 0.028237585 1.700
## 45 Malt 11 2001-10-31 0.014492754 0.800
## 46 Suggary 02 2001-10-31 0.017561983 2.050
## 47 Waugh sanct. 07 2001-10-31 0.001544402 1.200
## 48 Branche sud aval 03 2001-10-31 0.008329959 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 0.780
## 50 Branche sud aval 03 2002-07-29 0.008329959 1.170
## 51 Sewell 08 2002-07-29 0.031418919 4.960
## 52 Pok amont 04 2002-07-29 NA 0.190
## 53 br. sud amont 01 2002-07-29 0.012493493 0.900
## 54 Morrison 06 2002-07-29 0.020472441 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 1.520
## 56 Pollard 10 2002-07-29 0.137298091 1.630
## 57 Waugh sanct. 07 2002-07-29 0.001544402 1.110
## 58 Dempsey 12 2002-07-29 0.028237585 1.970
## 59 Malt 11 2002-07-29 0.014492754 0.400
## 60 Suggary 02 2002-07-29 0.017561983 0.430
## 61 Pok amont 04 2002-08-28 NA 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 1.320
## 63 Dempsey 12 2002-08-28 0.028237585 4.440
## 64 Branche sud aval 03 2002-08-28 0.008329959 1.150
## 65 Sewell 08 2002-08-28 0.031418919 2.960
## 66 Pollard 10 2002-08-28 0.137298091 0.950
## 67 br. sud amont 01 2002-08-28 0.012493493 0.570
## 68 Morrison 06 2002-08-28 0.020472441 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 1.340
## 70 Suggary 02 2002-08-28 0.017561983 0.820
## 71 Waugh sanct. 07 2002-08-28 0.001544402 1.510
## 72 Malt 11 2002-08-28 0.014492754 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 0.940
## 74 Sewell 08 2002-10-02 0.031418919 5.255
## 75 Pok amont 04 2002-10-02 NA 0.280
## 76 Waugh sanct. 07 2002-10-02 0.001544402 1.280
## 77 Dempsey 12 2002-10-02 0.028237585 3.770
## 78 Branche sud aval 03 2002-10-02 0.008329959 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 2.110
## 80 Pollard 10 2002-10-02 0.137298091 0.690
## 81 br. sud amont 01 2002-10-02 0.012493493 0.740
## 82 Morrison 06 2002-10-02 0.020472441 0.770
## 83 Malt 11 2002-10-02 0.014492754 0.600
## 84 Suggary 02 2002-10-02 0.017561983 0.480
## 85 Pok amont 04 2002-10-31 NA 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 0.870
## 87 Branche sud aval 03 2002-10-31 0.008329959 NaN
## 88 Sewell 08 2002-10-31 0.031418919 8.740
## 89 Suggary 02 2002-10-31 0.017561983 0.410
## 90 Waugh sanct. 07 2002-10-31 0.001544402 1.440
## 91 Dempsey 12 2002-10-31 0.028237585 2.880
## 92 Morrison 06 2002-10-31 0.020472441 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 1.500
## 94 Pollard 10 2002-10-31 0.137298091 1.060
## 95 br. sud amont 01 2002-10-31 0.012493493 1.220
## 96 Malt 11 2002-10-31 0.014492754 0.900subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Turbidity_NTU))## Station2 Date pctSET_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.0150963040 1.2
## 98 Dempsey 12 2021-07-28 0.0194225722 1.6
## 99 Branche sud aval 03 2021-07-28 0.0155662909 1.8
## 100 Sewell 08 2021-07-28 0.0175619835 3.5
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 1.1
## 102 br. sud amont 01 2021-07-28 0.0282375852 2.3
## 103 Morrison 06 2021-07-28 0.0079167408 1.4
## 104 Malt 11 2021-07-28 0.0304054054 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 1.9
## 106 Pollard 10 2021-07-28 0.0240566038 1.2
## 107 Pok amont 04 2021-07-28 0.0630590340 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 1.7
## 109 Malt 11 2021-08-31 0.0240566038 0.5
## 110 Suggary 02 2021-08-31 0.1343612335 0.7
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 1.1
## 112 Dempsey 12 2021-08-31 0.0194225722 1.7
## 113 Branche sud aval 03 2021-08-31 0.0155662909 1.7
## 114 Sewell 08 2021-08-31 0.0175619835 3.0
## 115 Pollard 10 2021-08-31 0.0007722008 1.7
## 116 br. sud amont 01 2021-08-31 0.0282375852 5.6
## 117 Morrison 06 2021-08-31 0.0079167408 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 3.2
## 120 Pok amont 04 2021-08-31 0.0630590340 1.5
## 121 Suggary 02 2021-10-05 0.0000000000 0.7
## 122 Morrison 06 2021-10-05 0.0240566038 1.4
## 123 Malt 11 2021-10-05 0.0630590340 0.9
## 124 Sewell 08 2021-10-05 0.1343612335 4.2
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 1.2
## 126 Dempsey 12 2021-10-05 0.0194225722 1.8
## 127 Branche sud aval 03 2021-10-05 0.0155662909 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 1.8
## 129 Pollard 10 2021-10-05 0.0007722008 1.8
## 130 br. sud amont 01 2021-10-05 0.0282375852 3.7
## 131 Pok amont 04 2021-10-05 0.0079167408 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 1.4
## 133 Malt 11 2021-10-28 0.0304054054 0.5
## 134 Suggary 02 2021-10-28 0.0000000000 0.2
## 135 br. sud amont 01 2021-10-28 0.0240566038 1.9
## 136 Morrison 06 2021-10-28 0.0194225722 0.6
## 137 Branche sud aval 03 2021-10-28 0.0630590340 1.3
## 138 Sewell 08 2021-10-28 0.1343612335 2.8
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 1.0
## 140 Dempsey 12 2021-10-28 0.0282375852 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 1.4
## 143 Pollard 10 2021-10-28 0.0007722008 0.8
## 144 Pok amont 04 2021-10-28 0.0079167408 0.6
## 145 Pollard 10 2022-07-28 0.0240566038 0.4
## 146 Morrison 06 2022-07-28 0.0079167408 0.7
## 147 Malt 11 2022-07-28 0.0304054054 0.4
## 148 Suggary 02 2022-07-28 0.0000000000 0.5
## 149 br. sud amont 01 2022-07-28 0.0150963040 2.7
## 150 Dempsey 12 2022-07-28 0.0194225722 1.2
## 151 Branche sud aval 03 2022-07-28 0.0630590340 2.1
## 152 Sewell 08 2022-07-28 0.1343612335 1.8
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 1.0
## 154 Pok amont 04 2022-07-28 0.0282375852 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 1.9
## 158 Pollard 10 2022-09-01 0.0240566038 1.3
## 159 br. sud amont 01 2022-09-01 0.0282375852 3.0
## 160 Morrison 06 2022-09-01 0.0079167408 2.4
## 161 Malt 11 2022-09-01 0.0304054054 0.5
## 162 Suggary 02 2022-09-01 0.1343612335 0.7
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 1.8
## 164 Dempsey 12 2022-09-01 0.0194225722 2.2
## 165 Branche sud aval 03 2022-09-01 0.0630590340 1.9
## 166 Sewell 08 2022-09-01 0.0175619835 2.6
## 167 Pok amont 04 2022-09-01 0.0007722008 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 1.4
## 169 Sewell 08 2022-10-03 0.0240566038 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 1.9
## 172 Pollard 10 2022-10-03 0.0007722008 0.4
## 173 br. sud amont 01 2022-10-03 0.0282375852 2.8
## 174 Morrison 06 2022-10-03 0.0079167408 1.0
## 175 Malt 11 2022-10-03 0.0630590340 0.4
## 176 Suggary 02 2022-10-03 0.1343612335 0.3
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 1.3
## 178 Dempsey 12 2022-10-03 0.0194225722 1.3
## 179 Branche sud aval 03 2022-10-03 0.0155662909 1.6
## 180 Pok amont 04 2022-10-03 0.0175619835 1.5
## 181 Branche sud aval 03 2022-11-01 0.0000000000 2.6
## 182 Sewell 08 2022-11-01 0.0240566038 5.4
## 183 Pok amont 04 2022-11-01 0.0079167408 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 2.0
## 186 Pollard 10 2022-11-01 0.0007722008 0.7
## 187 br. sud amont 01 2022-11-01 0.0282375852 4.8
## 188 Morrison 06 2022-11-01 0.0194225722 2.8
## 189 Malt 11 2022-11-01 0.0630590340 1.5
## 190 Suggary 02 2022-11-01 0.1343612335 0.7
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 1.6
## 192 Dempsey 12 2022-11-01 0.0155662909 4.2ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=log10(Turbidity_NTU),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=log10(Turbidity_NTU),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 9 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 9 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_Couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Colour_TCU))## Station2 Date pctSET_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.012493493 5.0
## 2 Morrison 06 2001-08-01 0.020472441 10.0
## 3 Malt 11 2001-08-01 0.014492754 10.0
## 4 Suggary 02 2001-08-01 0.017561983 5.0
## 5 Waugh sanct. 07 2001-08-01 0.001544402 20.0
## 6 Dempsey 12 2001-08-01 0.028237585 15.0
## 7 Branche sud aval 03 2001-08-01 0.008329959 5.0
## 8 Sewell 08 2001-08-01 0.031418919 5.0
## 9 Pok amont 04 2001-08-01 NA 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 5.0
## 12 Pollard 10 2001-08-01 0.137298091 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 5.0
## 14 Pollard 10 2001-08-28 0.137298091 5.0
## 15 br. sud amont 01 2001-08-28 0.012493493 5.0
## 16 Morrison 06 2001-08-28 0.020472441 5.0
## 17 Malt 11 2001-08-28 0.014492754 5.0
## 18 Suggary 02 2001-08-28 0.017561983 10.0
## 19 Waugh sanct. 07 2001-08-28 0.001544402 10.0
## 20 Dempsey 12 2001-08-28 0.028237585 15.0
## 21 Branche sud aval 03 2001-08-28 0.008329959 5.0
## 22 Sewell 08 2001-08-28 0.031418919 30.0
## 23 Pok amont 04 2001-08-28 NA 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 5.0
## 25 Pok amont 04 2001-09-26 NA 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 15.0
## 28 Pollard 10 2001-09-26 0.137298091 20.0
## 29 br. sud amont 01 2001-09-26 0.012493493 200.0
## 30 Morrison 06 2001-09-26 0.020472441 5.0
## 31 Malt 11 2001-09-26 0.014492754 20.0
## 32 Suggary 02 2001-09-26 0.017561983 5.0
## 33 Waugh sanct. 07 2001-09-26 0.001544402 10.0
## 34 Dempsey 12 2001-09-26 0.028237585 20.0
## 35 Branche sud aval 03 2001-09-26 0.008329959 10.0
## 36 Sewell 08 2001-09-26 0.031418919 30.0
## 37 Sewell 08 2001-10-31 0.031418919 80.0
## 38 Pok amont 04 2001-10-31 NA 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 20.0
## 40 Morrison 06 2001-10-31 0.020472441 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 120.0
## 42 Pollard 10 2001-10-31 0.137298091 10.0
## 43 br. sud amont 01 2001-10-31 0.012493493 30.0
## 44 Dempsey 12 2001-10-31 0.028237585 30.0
## 45 Malt 11 2001-10-31 0.014492754 10.0
## 46 Suggary 02 2001-10-31 0.017561983 30.0
## 47 Waugh sanct. 07 2001-10-31 0.001544402 100.0
## 48 Branche sud aval 03 2001-10-31 0.008329959 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 10.0
## 50 Branche sud aval 03 2002-07-29 0.008329959 15.0
## 51 Sewell 08 2002-07-29 0.031418919 40.0
## 52 Pok amont 04 2002-07-29 NA 5.0
## 53 br. sud amont 01 2002-07-29 0.012493493 15.0
## 54 Morrison 06 2002-07-29 0.020472441 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 80.0
## 56 Pollard 10 2002-07-29 0.137298091 10.0
## 57 Waugh sanct. 07 2002-07-29 0.001544402 40.0
## 58 Dempsey 12 2002-07-29 0.028237585 20.0
## 59 Malt 11 2002-07-29 0.014492754 5.0
## 60 Suggary 02 2002-07-29 0.017561983 5.0
## 61 Pok amont 04 2002-08-28 NA 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 20.0
## 63 Dempsey 12 2002-08-28 0.028237585 40.0
## 64 Branche sud aval 03 2002-08-28 0.008329959 15.0
## 65 Sewell 08 2002-08-28 0.031418919 40.0
## 66 Pollard 10 2002-08-28 0.137298091 10.0
## 67 br. sud amont 01 2002-08-28 0.012493493 10.0
## 68 Morrison 06 2002-08-28 0.020472441 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 20.0
## 70 Suggary 02 2002-08-28 0.017561983 7.5
## 71 Waugh sanct. 07 2002-08-28 0.001544402 30.0
## 72 Malt 11 2002-08-28 0.014492754 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 5.0
## 74 Sewell 08 2002-10-02 0.031418919 60.0
## 75 Pok amont 04 2002-10-02 NA 5.0
## 76 Waugh sanct. 07 2002-10-02 0.001544402 20.0
## 77 Dempsey 12 2002-10-02 0.028237585 20.0
## 78 Branche sud aval 03 2002-10-02 0.008329959 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 60.0
## 80 Pollard 10 2002-10-02 0.137298091 10.0
## 81 br. sud amont 01 2002-10-02 0.012493493 10.0
## 82 Morrison 06 2002-10-02 0.020472441 10.0
## 83 Malt 11 2002-10-02 0.014492754 5.0
## 84 Suggary 02 2002-10-02 0.017561983 5.0
## 85 Pok amont 04 2002-10-31 NA 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 20.0
## 87 Branche sud aval 03 2002-10-31 0.008329959 NaN
## 88 Sewell 08 2002-10-31 0.031418919 60.0
## 89 Suggary 02 2002-10-31 0.017561983 5.0
## 90 Waugh sanct. 07 2002-10-31 0.001544402 60.0
## 91 Dempsey 12 2002-10-31 0.028237585 30.0
## 92 Morrison 06 2002-10-31 0.020472441 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 75.0
## 94 Pollard 10 2002-10-31 0.137298091 5.0
## 95 br. sud amont 01 2002-10-31 0.012493493 30.0
## 96 Malt 11 2002-10-31 0.014492754 15.0subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Colour_TCU))## Station2 Date pctSET_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.0150963040 8
## 98 Dempsey 12 2021-07-28 0.0194225722 22
## 99 Branche sud aval 03 2021-07-28 0.0155662909 19
## 100 Sewell 08 2021-07-28 0.0175619835 34
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 27
## 102 br. sud amont 01 2021-07-28 0.0282375852 15
## 103 Morrison 06 2021-07-28 0.0079167408 14
## 104 Malt 11 2021-07-28 0.0304054054 7
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 29
## 106 Pollard 10 2021-07-28 0.0240566038 8
## 107 Pok amont 04 2021-07-28 0.0630590340 11
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 9
## 109 Malt 11 2021-08-31 0.0240566038 5
## 110 Suggary 02 2021-08-31 0.1343612335 5
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 14
## 112 Dempsey 12 2021-08-31 0.0194225722 14
## 113 Branche sud aval 03 2021-08-31 0.0155662909 20
## 114 Sewell 08 2021-08-31 0.0175619835 24
## 115 Pollard 10 2021-08-31 0.0007722008 8
## 116 br. sud amont 01 2021-08-31 0.0282375852 12
## 117 Morrison 06 2021-08-31 0.0079167408 18
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 8
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 37
## 120 Pok amont 04 2021-08-31 0.0630590340 10
## 121 Suggary 02 2021-10-05 0.0000000000 8
## 122 Morrison 06 2021-10-05 0.0240566038 22
## 123 Malt 11 2021-10-05 0.0630590340 66
## 124 Sewell 08 2021-10-05 0.1343612335 47
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 190
## 126 Dempsey 12 2021-10-05 0.0194225722 55
## 127 Branche sud aval 03 2021-10-05 0.0155662909 38
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 141
## 129 Pollard 10 2021-10-05 0.0007722008 19
## 130 br. sud amont 01 2021-10-05 0.0282375852 44
## 131 Pok amont 04 2021-10-05 0.0079167408 21
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 33
## 133 Malt 11 2021-10-28 0.0304054054 47
## 134 Suggary 02 2021-10-28 0.0000000000 5
## 135 br. sud amont 01 2021-10-28 0.0240566038 32
## 136 Morrison 06 2021-10-28 0.0194225722 13
## 137 Branche sud aval 03 2021-10-28 0.0630590340 22
## 138 Sewell 08 2021-10-28 0.1343612335 43
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 130
## 140 Dempsey 12 2021-10-28 0.0282375852 33
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 15
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 107
## 143 Pollard 10 2021-10-28 0.0007722008 12
## 144 Pok amont 04 2021-10-28 0.0079167408 13
## 145 Pollard 10 2022-07-28 0.0240566038 5
## 146 Morrison 06 2022-07-28 0.0079167408 7
## 147 Malt 11 2022-07-28 0.0304054054 6
## 148 Suggary 02 2022-07-28 0.0000000000 5
## 149 br. sud amont 01 2022-07-28 0.0150963040 26
## 150 Dempsey 12 2022-07-28 0.0194225722 16
## 151 Branche sud aval 03 2022-07-28 0.0630590340 18
## 152 Sewell 08 2022-07-28 0.1343612335 33
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 27
## 154 Pok amont 04 2022-07-28 0.0282375852 7
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 5
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 15
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 48
## 158 Pollard 10 2022-09-01 0.0240566038 23
## 159 br. sud amont 01 2022-09-01 0.0282375852 23
## 160 Morrison 06 2022-09-01 0.0079167408 15
## 161 Malt 11 2022-09-01 0.0304054054 10
## 162 Suggary 02 2022-09-01 0.1343612335 8
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 61
## 164 Dempsey 12 2022-09-01 0.0194225722 21
## 165 Branche sud aval 03 2022-09-01 0.0630590340 21
## 166 Sewell 08 2022-09-01 0.0175619835 43
## 167 Pok amont 04 2022-09-01 0.0007722008 14
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 41
## 169 Sewell 08 2022-10-03 0.0240566038 71
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 8
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 130
## 172 Pollard 10 2022-10-03 0.0007722008 10
## 173 br. sud amont 01 2022-10-03 0.0282375852 20
## 174 Morrison 06 2022-10-03 0.0079167408 10
## 175 Malt 11 2022-10-03 0.0630590340 5
## 176 Suggary 02 2022-10-03 0.1343612335 5
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 53
## 178 Dempsey 12 2022-10-03 0.0194225722 16
## 179 Branche sud aval 03 2022-10-03 0.0155662909 17
## 180 Pok amont 04 2022-10-03 0.0175619835 12
## 181 Branche sud aval 03 2022-11-01 0.0000000000 25
## 182 Sewell 08 2022-11-01 0.0240566038 60
## 183 Pok amont 04 2022-11-01 0.0079167408 11
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 21
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 148
## 186 Pollard 10 2022-11-01 0.0007722008 11
## 187 br. sud amont 01 2022-11-01 0.0282375852 42
## 188 Morrison 06 2022-11-01 0.0194225722 13
## 189 Malt 11 2022-11-01 0.0630590340 22
## 190 Suggary 02 2022-11-01 0.1343612335 9
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 143
## 192 Dempsey 12 2022-11-01 0.0155662909 28ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 9 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 9 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctSET_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.012493493
## 2 Morrison 06 2001-08-01 0.020472441
## 3 Malt 11 2001-08-01 0.014492754
## 4 Suggary 02 2001-08-01 0.017561983
## 5 Waugh sanct. 07 2001-08-01 0.001544402
## 6 Dempsey 12 2001-08-01 0.028237585
## 7 Branche sud aval 03 2001-08-01 0.008329959
## 8 Sewell 08 2001-08-01 0.031418919
## 9 Pok amont 04 2001-08-01 NA
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792
## 11 McConnell Six Rd 05 2001-08-01 0.061270125
## 12 Pollard 10 2001-08-01 0.137298091
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792
## 14 Pollard 10 2001-08-28 0.137298091
## 15 br. sud amont 01 2001-08-28 0.012493493
## 16 Morrison 06 2001-08-28 0.020472441
## 17 Malt 11 2001-08-28 0.014492754
## 18 Suggary 02 2001-08-28 0.017561983
## 19 Waugh sanct. 07 2001-08-28 0.001544402
## 20 Dempsey 12 2001-08-28 0.028237585
## 21 Branche sud aval 03 2001-08-28 0.008329959
## 22 Sewell 08 2001-08-28 0.031418919
## 23 Pok amont 04 2001-08-28 NA
## 24 McConnell Six Rd 05 2001-08-28 0.061270125
## 25 Pok amont 04 2001-09-26 NA
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792
## 27 McConnell Six Rd 05 2001-09-26 0.061270125
## 28 Pollard 10 2001-09-26 0.137298091
## 29 br. sud amont 01 2001-09-26 0.012493493
## 30 Morrison 06 2001-09-26 0.020472441
## 31 Malt 11 2001-09-26 0.014492754
## 32 Suggary 02 2001-09-26 0.017561983
## 33 Waugh sanct. 07 2001-09-26 0.001544402
## 34 Dempsey 12 2001-09-26 0.028237585
## 35 Branche sud aval 03 2001-09-26 0.008329959
## 36 Sewell 08 2001-09-26 0.031418919
## 37 Sewell 08 2001-10-31 0.031418919
## 38 Pok amont 04 2001-10-31 NA
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792
## 40 Morrison 06 2001-10-31 0.020472441
## 41 McConnell Six Rd 05 2001-10-31 0.061270125
## 42 Pollard 10 2001-10-31 0.137298091
## 43 br. sud amont 01 2001-10-31 0.012493493
## 44 Dempsey 12 2001-10-31 0.028237585
## 45 Malt 11 2001-10-31 0.014492754
## 46 Suggary 02 2001-10-31 0.017561983
## 47 Waugh sanct. 07 2001-10-31 0.001544402
## 48 Branche sud aval 03 2001-10-31 0.008329959
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792
## 50 Branche sud aval 03 2002-07-29 0.008329959
## 51 Sewell 08 2002-07-29 0.031418919
## 52 Pok amont 04 2002-07-29 NA
## 53 br. sud amont 01 2002-07-29 0.012493493
## 54 Morrison 06 2002-07-29 0.020472441
## 55 McConnell Six Rd 05 2002-07-29 0.061270125
## 56 Pollard 10 2002-07-29 0.137298091
## 57 Waugh sanct. 07 2002-07-29 0.001544402
## 58 Dempsey 12 2002-07-29 0.028237585
## 59 Malt 11 2002-07-29 0.014492754
## 60 Suggary 02 2002-07-29 0.017561983
## 61 Pok amont 04 2002-08-28 NA
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792
## 63 Dempsey 12 2002-08-28 0.028237585
## 64 Branche sud aval 03 2002-08-28 0.008329959
## 65 Sewell 08 2002-08-28 0.031418919
## 66 Pollard 10 2002-08-28 0.137298091
## 67 br. sud amont 01 2002-08-28 0.012493493
## 68 Morrison 06 2002-08-28 0.020472441
## 69 McConnell Six Rd 05 2002-08-28 0.061270125
## 70 Suggary 02 2002-08-28 0.017561983
## 71 Waugh sanct. 07 2002-08-28 0.001544402
## 72 Malt 11 2002-08-28 0.014492754
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792
## 74 Sewell 08 2002-10-02 0.031418919
## 75 Pok amont 04 2002-10-02 NA
## 76 Waugh sanct. 07 2002-10-02 0.001544402
## 77 Dempsey 12 2002-10-02 0.028237585
## 78 Branche sud aval 03 2002-10-02 0.008329959
## 79 McConnell Six Rd 05 2002-10-02 0.061270125
## 80 Pollard 10 2002-10-02 0.137298091
## 81 br. sud amont 01 2002-10-02 0.012493493
## 82 Morrison 06 2002-10-02 0.020472441
## 83 Malt 11 2002-10-02 0.014492754
## 84 Suggary 02 2002-10-02 0.017561983
## 85 Pok amont 04 2002-10-31 NA
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792
## 87 Branche sud aval 03 2002-10-31 0.008329959
## 88 Sewell 08 2002-10-31 0.031418919
## 89 Suggary 02 2002-10-31 0.017561983
## 90 Waugh sanct. 07 2002-10-31 0.001544402
## 91 Dempsey 12 2002-10-31 0.028237585
## 92 Morrison 06 2002-10-31 0.020472441
## 93 McConnell Six Rd 05 2002-10-31 0.061270125
## 94 Pollard 10 2002-10-31 0.137298091
## 95 br. sud amont 01 2002-10-31 0.012493493
## 96 Malt 11 2002-10-31 0.014492754
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctSET_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.0150963040
## 98 Dempsey 12 2021-07-28 0.0194225722
## 99 Branche sud aval 03 2021-07-28 0.0155662909
## 100 Sewell 08 2021-07-28 0.0175619835
## 101 Waugh sanct. 07 2021-07-28 0.0007722008
## 102 br. sud amont 01 2021-07-28 0.0282375852
## 103 Morrison 06 2021-07-28 0.0079167408
## 104 Malt 11 2021-07-28 0.0304054054
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000
## 106 Pollard 10 2021-07-28 0.0240566038
## 107 Pok amont 04 2021-07-28 0.0630590340
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335
## 109 Malt 11 2021-08-31 0.0240566038
## 110 Suggary 02 2021-08-31 0.1343612335
## 111 Waugh sanct. 07 2021-08-31 0.0150963040
## 112 Dempsey 12 2021-08-31 0.0194225722
## 113 Branche sud aval 03 2021-08-31 0.0155662909
## 114 Sewell 08 2021-08-31 0.0175619835
## 115 Pollard 10 2021-08-31 0.0007722008
## 116 br. sud amont 01 2021-08-31 0.0282375852
## 117 Morrison 06 2021-08-31 0.0079167408
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000
## 120 Pok amont 04 2021-08-31 0.0630590340
## 121 Suggary 02 2021-10-05 0.0000000000
## 122 Morrison 06 2021-10-05 0.0240566038
## 123 Malt 11 2021-10-05 0.0630590340
## 124 Sewell 08 2021-10-05 0.1343612335
## 125 Waugh sanct. 07 2021-10-05 0.0150963040
## 126 Dempsey 12 2021-10-05 0.0194225722
## 127 Branche sud aval 03 2021-10-05 0.0155662909
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835
## 129 Pollard 10 2021-10-05 0.0007722008
## 130 br. sud amont 01 2021-10-05 0.0282375852
## 131 Pok amont 04 2021-10-05 0.0079167408
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054
## 133 Malt 11 2021-10-28 0.0304054054
## 134 Suggary 02 2021-10-28 0.0000000000
## 135 br. sud amont 01 2021-10-28 0.0240566038
## 136 Morrison 06 2021-10-28 0.0194225722
## 137 Branche sud aval 03 2021-10-28 0.0630590340
## 138 Sewell 08 2021-10-28 0.1343612335
## 139 Waugh sanct. 07 2021-10-28 0.0150963040
## 140 Dempsey 12 2021-10-28 0.0282375852
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835
## 143 Pollard 10 2021-10-28 0.0007722008
## 144 Pok amont 04 2021-10-28 0.0079167408
## 145 Pollard 10 2022-07-28 0.0240566038
## 146 Morrison 06 2022-07-28 0.0079167408
## 147 Malt 11 2022-07-28 0.0304054054
## 148 Suggary 02 2022-07-28 0.0000000000
## 149 br. sud amont 01 2022-07-28 0.0150963040
## 150 Dempsey 12 2022-07-28 0.0194225722
## 151 Branche sud aval 03 2022-07-28 0.0630590340
## 152 Sewell 08 2022-07-28 0.1343612335
## 153 Waugh sanct. 07 2022-07-28 0.0007722008
## 154 Pok amont 04 2022-07-28 0.0282375852
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000
## 158 Pollard 10 2022-09-01 0.0240566038
## 159 br. sud amont 01 2022-09-01 0.0282375852
## 160 Morrison 06 2022-09-01 0.0079167408
## 161 Malt 11 2022-09-01 0.0304054054
## 162 Suggary 02 2022-09-01 0.1343612335
## 163 Waugh sanct. 07 2022-09-01 0.0150963040
## 164 Dempsey 12 2022-09-01 0.0194225722
## 165 Branche sud aval 03 2022-09-01 0.0630590340
## 166 Sewell 08 2022-09-01 0.0175619835
## 167 Pok amont 04 2022-09-01 0.0007722008
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909
## 169 Sewell 08 2022-10-03 0.0240566038
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000
## 172 Pollard 10 2022-10-03 0.0007722008
## 173 br. sud amont 01 2022-10-03 0.0282375852
## 174 Morrison 06 2022-10-03 0.0079167408
## 175 Malt 11 2022-10-03 0.0630590340
## 176 Suggary 02 2022-10-03 0.1343612335
## 177 Waugh sanct. 07 2022-10-03 0.0150963040
## 178 Dempsey 12 2022-10-03 0.0194225722
## 179 Branche sud aval 03 2022-10-03 0.0155662909
## 180 Pok amont 04 2022-10-03 0.0175619835
## 181 Branche sud aval 03 2022-11-01 0.0000000000
## 182 Sewell 08 2022-11-01 0.0240566038
## 183 Pok amont 04 2022-11-01 0.0079167408
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835
## 186 Pollard 10 2022-11-01 0.0007722008
## 187 br. sud amont 01 2022-11-01 0.0282375852
## 188 Morrison 06 2022-11-01 0.0194225722
## 189 Malt 11 2022-11-01 0.0630590340
## 190 Suggary 02 2022-11-01 0.1343612335
## 191 Waugh sanct. 07 2022-11-01 0.0150963040
## 192 Dempsey 12 2022-11-01 0.0155662909
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=log10(Carbon_Total_Organic_mg_L),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=log10(Carbon_Total_Organic_mg_L)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=log10(Carbon_Total_Organic_mg_L),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=log10(Carbon_Total_Organic_mg_L)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le COT et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctSET_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.012493493 10
## 2 Morrison 06 2001-08-01 0.020472441 80
## 3 Malt 11 2001-08-01 0.014492754 30
## 4 Suggary 02 2001-08-01 0.017561983 10
## 5 Waugh sanct. 07 2001-08-01 0.001544402 270
## 6 Dempsey 12 2001-08-01 0.028237585 50
## 7 Branche sud aval 03 2001-08-01 0.008329959 10
## 8 Sewell 08 2001-08-01 0.031418919 20
## 9 Pok amont 04 2001-08-01 NA 10
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 10
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 30
## 12 Pollard 10 2001-08-01 0.137298091 110
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 10
## 14 Pollard 10 2001-08-28 0.137298091 50
## 15 br. sud amont 01 2001-08-28 0.012493493 120
## 16 Morrison 06 2001-08-28 0.020472441 90
## 17 Malt 11 2001-08-28 0.014492754 20
## 18 Suggary 02 2001-08-28 0.017561983 80
## 19 Waugh sanct. 07 2001-08-28 0.001544402 430
## 20 Dempsey 12 2001-08-28 0.028237585 20
## 21 Branche sud aval 03 2001-08-28 0.008329959 110
## 22 Sewell 08 2001-08-28 0.031418919 210
## 23 Pok amont 04 2001-08-28 NA 10
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 250
## 25 Pok amont 04 2001-09-26 NA 530
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 830
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 120
## 28 Pollard 10 2001-09-26 0.137298091 1240
## 29 br. sud amont 01 2001-09-26 0.012493493 2000
## 30 Morrison 06 2001-09-26 0.020472441 220
## 31 Malt 11 2001-09-26 0.014492754 150
## 32 Suggary 02 2001-09-26 0.017561983 150
## 33 Waugh sanct. 07 2001-09-26 0.001544402 590
## 34 Dempsey 12 2001-09-26 0.028237585 150
## 35 Branche sud aval 03 2001-09-26 0.008329959 660
## 36 Sewell 08 2001-09-26 0.031418919 190
## 37 Sewell 08 2001-10-31 0.031418919 140
## 38 Pok amont 04 2001-10-31 NA 20
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 10
## 40 Morrison 06 2001-10-31 0.020472441 10
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 310
## 42 Pollard 10 2001-10-31 0.137298091 50
## 43 br. sud amont 01 2001-10-31 0.012493493 20
## 44 Dempsey 12 2001-10-31 0.028237585 10
## 45 Malt 11 2001-10-31 0.014492754 100
## 46 Suggary 02 2001-10-31 0.017561983 30
## 47 Waugh sanct. 07 2001-10-31 0.001544402 480
## 48 Branche sud aval 03 2001-10-31 0.008329959 30
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 10
## 50 Branche sud aval 03 2002-07-29 0.008329959 30
## 51 Sewell 08 2002-07-29 0.031418919 60
## 52 Pok amont 04 2002-07-29 NA 10
## 53 br. sud amont 01 2002-07-29 0.012493493 20
## 54 Morrison 06 2002-07-29 0.020472441 10
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 10
## 56 Pollard 10 2002-07-29 0.137298091 660
## 57 Waugh sanct. 07 2002-07-29 0.001544402 80
## 58 Dempsey 12 2002-07-29 0.028237585 25
## 59 Malt 11 2002-07-29 0.014492754 10
## 60 Suggary 02 2002-07-29 0.017561983 10
## 61 Pok amont 04 2002-08-28 NA 30
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 10
## 63 Dempsey 12 2002-08-28 0.028237585 10
## 64 Branche sud aval 03 2002-08-28 0.008329959 20
## 65 Sewell 08 2002-08-28 0.031418919 10
## 66 Pollard 10 2002-08-28 0.137298091 180
## 67 br. sud amont 01 2002-08-28 0.012493493 80
## 68 Morrison 06 2002-08-28 0.020472441 20
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 310
## 70 Suggary 02 2002-08-28 0.017561983 15
## 71 Waugh sanct. 07 2002-08-28 0.001544402 410
## 72 Malt 11 2002-08-28 0.014492754 30
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 10
## 74 Sewell 08 2002-10-02 0.031418919 25
## 75 Pok amont 04 2002-10-02 NA 10
## 76 Waugh sanct. 07 2002-10-02 0.001544402 700
## 77 Dempsey 12 2002-10-02 0.028237585 30
## 78 Branche sud aval 03 2002-10-02 0.008329959 40
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 150
## 80 Pollard 10 2002-10-02 0.137298091 10
## 81 br. sud amont 01 2002-10-02 0.012493493 20
## 82 Morrison 06 2002-10-02 0.020472441 10
## 83 Malt 11 2002-10-02 0.014492754 90
## 84 Suggary 02 2002-10-02 0.017561983 20
## 85 Pok amont 04 2002-10-31 NA 10
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 10
## 87 Branche sud aval 03 2002-10-31 0.008329959 10
## 88 Sewell 08 2002-10-31 0.031418919 10
## 89 Suggary 02 2002-10-31 0.017561983 50
## 90 Waugh sanct. 07 2002-10-31 0.001544402 40
## 91 Dempsey 12 2002-10-31 0.028237585 10
## 92 Morrison 06 2002-10-31 0.020472441 10
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 30
## 94 Pollard 10 2002-10-31 0.137298091 10
## 95 br. sud amont 01 2002-10-31 0.012493493 10
## 96 Malt 11 2002-10-31 0.014492754 10subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctSET_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.0150963040 20.0
## 98 Dempsey 12 2021-07-28 0.0194225722 52.0
## 99 Branche sud aval 03 2021-07-28 0.0155662909 74.0
## 100 Sewell 08 2021-07-28 0.0175619835 98.0
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 52.0
## 102 br. sud amont 01 2021-07-28 0.0282375852 75.0
## 103 Morrison 06 2021-07-28 0.0079167408 30.0
## 104 Malt 11 2021-07-28 0.0304054054 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 75.0
## 106 Pollard 10 2021-07-28 0.0240566038 98.0
## 107 Pok amont 04 2021-07-28 0.0630590340 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 20.0
## 109 Malt 11 2021-08-31 0.0240566038 39.3
## 110 Suggary 02 2021-08-31 0.1343612335 235.9
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 68.3
## 112 Dempsey 12 2021-08-31 0.0194225722 49.6
## 113 Branche sud aval 03 2021-08-31 0.0155662909 54.5
## 114 Sewell 08 2021-08-31 0.0175619835 148.3
## 115 Pollard 10 2021-08-31 0.0007722008 117.8
## 116 br. sud amont 01 2021-08-31 0.0282375852 72.7
## 117 Morrison 06 2021-08-31 0.0079167408 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 70.3
## 120 Pok amont 04 2021-08-31 0.0630590340 15.6
## 121 Suggary 02 2021-10-05 0.0000000000 41.7
## 122 Morrison 06 2021-10-05 0.0240566038 24.6
## 123 Malt 11 2021-10-05 0.0630590340 47.1
## 124 Sewell 08 2021-10-05 0.1343612335 135.4
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 29.5
## 126 Dempsey 12 2021-10-05 0.0194225722 54.8
## 127 Branche sud aval 03 2021-10-05 0.0155662909 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 95.9
## 129 Pollard 10 2021-10-05 0.0007722008 62.7
## 130 br. sud amont 01 2021-10-05 0.0282375852 35.5
## 131 Pok amont 04 2021-10-05 0.0079167408 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 27.5
## 133 Malt 11 2021-10-28 0.0304054054 16.0
## 134 Suggary 02 2021-10-28 0.0000000000 7.4
## 135 br. sud amont 01 2021-10-28 0.0240566038 19.9
## 136 Morrison 06 2021-10-28 0.0194225722 12.1
## 137 Branche sud aval 03 2021-10-28 0.0630590340 39.9
## 138 Sewell 08 2021-10-28 0.1343612335 48.1
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 38.4
## 140 Dempsey 12 2021-10-28 0.0282375852 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 29.5
## 143 Pollard 10 2021-10-28 0.0007722008 34.5
## 144 Pok amont 04 2021-10-28 0.0079167408 14.6
## 145 Pollard 10 2022-07-28 0.0240566038 57.6
## 146 Morrison 06 2022-07-28 0.0079167408 133.4
## 147 Malt 11 2022-07-28 0.0304054054 70.3
## 148 Suggary 02 2022-07-28 0.0000000000 27.5
## 149 br. sud amont 01 2022-07-28 0.0150963040 32.7
## 150 Dempsey 12 2022-07-28 0.0194225722 41.7
## 151 Branche sud aval 03 2022-07-28 0.0630590340 59.8
## 152 Sewell 08 2022-07-28 0.1343612335 90.6
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 93.3
## 154 Pok amont 04 2022-07-28 0.0282375852 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 82.0
## 158 Pollard 10 2022-09-01 0.0240566038 1046.2
## 159 br. sud amont 01 2022-09-01 0.0282375852 114.5
## 160 Morrison 06 2022-09-01 0.0079167408 686.7
## 161 Malt 11 2022-09-01 0.0304054054 69.1
## 162 Suggary 02 2022-09-01 0.1343612335 40.2
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 88.0
## 164 Dempsey 12 2022-09-01 0.0194225722 248.1
## 165 Branche sud aval 03 2022-09-01 0.0630590340 70.3
## 166 Sewell 08 2022-09-01 0.0175619835 172.2
## 167 Pok amont 04 2022-09-01 0.0007722008 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 121.1
## 169 Sewell 08 2022-10-03 0.0240566038 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 59.1
## 172 Pollard 10 2022-10-03 0.0007722008 24.1
## 173 br. sud amont 01 2022-10-03 0.0282375852 57.6
## 174 Morrison 06 2022-10-03 0.0079167408 47.4
## 175 Malt 11 2022-10-03 0.0630590340 5.2
## 176 Suggary 02 2022-10-03 0.1343612335 9.7
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 65.7
## 178 Dempsey 12 2022-10-03 0.0194225722 48.0
## 179 Branche sud aval 03 2022-10-03 0.0155662909 13.4
## 180 Pok amont 04 2022-10-03 0.0175619835 8.4
## 181 Branche sud aval 03 2022-11-01 0.0000000000 24.6
## 182 Sewell 08 2022-11-01 0.0240566038 115.3
## 183 Pok amont 04 2022-11-01 0.0079167408 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 72.3
## 186 Pollard 10 2022-11-01 0.0007722008 20.3
## 187 br. sud amont 01 2022-11-01 0.0282375852 37.3
## 188 Morrison 06 2022-11-01 0.0194225722 39.9
## 189 Malt 11 2022-11-01 0.0630590340 45.0
## 190 Suggary 02 2022-11-01 0.1343612335 8.5
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 249.5
## 192 Dempsey 12 2022-11-01 0.0155662909 53.8ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=log10(E.coli_MPN_100.mL),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=log10(E.coli_MPN_100.mL),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctSET_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.012493493 0.0080
## 2 Morrison 06 2001-08-01 0.020472441 0.0080
## 3 Malt 11 2001-08-01 0.014492754 0.0110
## 4 Suggary 02 2001-08-01 0.017561983 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.001544402 0.0150
## 6 Dempsey 12 2001-08-01 0.028237585 0.0140
## 7 Branche sud aval 03 2001-08-01 0.008329959 0.0080
## 8 Sewell 08 2001-08-01 0.031418919 0.0110
## 9 Pok amont 04 2001-08-01 NA 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 0.0160
## 12 Pollard 10 2001-08-01 0.137298091 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 0.0070
## 14 Pollard 10 2001-08-28 0.137298091 0.0170
## 15 br. sud amont 01 2001-08-28 0.012493493 0.0060
## 16 Morrison 06 2001-08-28 0.020472441 0.0080
## 17 Malt 11 2001-08-28 0.014492754 0.0080
## 18 Suggary 02 2001-08-28 0.017561983 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.001544402 0.0090
## 20 Dempsey 12 2001-08-28 0.028237585 0.0110
## 21 Branche sud aval 03 2001-08-28 0.008329959 0.0070
## 22 Sewell 08 2001-08-28 0.031418919 0.0170
## 23 Pok amont 04 2001-08-28 NA 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 0.0130
## 25 Pok amont 04 2001-09-26 NA 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 0.0130
## 28 Pollard 10 2001-09-26 0.137298091 0.0155
## 29 br. sud amont 01 2001-09-26 0.012493493 0.0130
## 30 Morrison 06 2001-09-26 0.020472441 0.0080
## 31 Malt 11 2001-09-26 0.014492754 0.0120
## 32 Suggary 02 2001-09-26 0.017561983 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.001544402 0.0140
## 34 Dempsey 12 2001-09-26 0.028237585 0.0190
## 35 Branche sud aval 03 2001-09-26 0.008329959 0.0090
## 36 Sewell 08 2001-09-26 0.031418919 0.0120
## 37 Sewell 08 2001-10-31 0.031418919 0.0120
## 38 Pok amont 04 2001-10-31 NA 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 0.0050
## 40 Morrison 06 2001-10-31 0.020472441 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 0.0110
## 42 Pollard 10 2001-10-31 0.137298091 0.0080
## 43 br. sud amont 01 2001-10-31 0.012493493 0.0050
## 44 Dempsey 12 2001-10-31 0.028237585 0.0090
## 45 Malt 11 2001-10-31 0.014492754 0.0070
## 46 Suggary 02 2001-10-31 0.017561983 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.001544402 0.0120
## 48 Branche sud aval 03 2001-10-31 0.008329959 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 0.0050
## 50 Branche sud aval 03 2002-07-29 0.008329959 0.0070
## 51 Sewell 08 2002-07-29 0.031418919 0.0200
## 52 Pok amont 04 2002-07-29 NA 0.0060
## 53 br. sud amont 01 2002-07-29 0.012493493 0.0060
## 54 Morrison 06 2002-07-29 0.020472441 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 0.0130
## 56 Pollard 10 2002-07-29 0.137298091 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.001544402 0.0120
## 58 Dempsey 12 2002-07-29 0.028237585 0.0100
## 59 Malt 11 2002-07-29 0.014492754 0.0090
## 60 Suggary 02 2002-07-29 0.017561983 0.0070
## 61 Pok amont 04 2002-08-28 NA 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 0.0090
## 63 Dempsey 12 2002-08-28 0.028237585 0.0130
## 64 Branche sud aval 03 2002-08-28 0.008329959 0.0080
## 65 Sewell 08 2002-08-28 0.031418919 0.0100
## 66 Pollard 10 2002-08-28 0.137298091 0.0160
## 67 br. sud amont 01 2002-08-28 0.012493493 0.0070
## 68 Morrison 06 2002-08-28 0.020472441 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 0.0140
## 70 Suggary 02 2002-08-28 0.017561983 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.001544402 0.0130
## 72 Malt 11 2002-08-28 0.014492754 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 0.0070
## 74 Sewell 08 2002-10-02 0.031418919 0.0155
## 75 Pok amont 04 2002-10-02 NA 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.001544402 0.0090
## 77 Dempsey 12 2002-10-02 0.028237585 0.0120
## 78 Branche sud aval 03 2002-10-02 0.008329959 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 0.0110
## 80 Pollard 10 2002-10-02 0.137298091 0.0110
## 81 br. sud amont 01 2002-10-02 0.012493493 0.0050
## 82 Morrison 06 2002-10-02 0.020472441 0.0050
## 83 Malt 11 2002-10-02 0.014492754 0.0080
## 84 Suggary 02 2002-10-02 0.017561983 0.0070
## 85 Pok amont 04 2002-10-31 NA 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 0.0050
## 87 Branche sud aval 03 2002-10-31 0.008329959 0.0050
## 88 Sewell 08 2002-10-31 0.031418919 0.0130
## 89 Suggary 02 2002-10-31 0.017561983 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.001544402 0.0080
## 91 Dempsey 12 2002-10-31 0.028237585 0.0080
## 92 Morrison 06 2002-10-31 0.020472441 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 0.0090
## 94 Pollard 10 2002-10-31 0.137298091 0.0060
## 95 br. sud amont 01 2002-10-31 0.012493493 0.0065
## 96 Malt 11 2002-10-31 0.014492754 0.0050subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctSET_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.0150963040 0.018
## 98 Dempsey 12 2021-07-28 0.0194225722 0.024
## 99 Branche sud aval 03 2021-07-28 0.0155662909 0.022
## 100 Sewell 08 2021-07-28 0.0175619835 0.028
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 0.017
## 102 br. sud amont 01 2021-07-28 0.0282375852 0.016
## 103 Morrison 06 2021-07-28 0.0079167408 0.019
## 104 Malt 11 2021-07-28 0.0304054054 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 0.026
## 106 Pollard 10 2021-07-28 0.0240566038 0.051
## 107 Pok amont 04 2021-07-28 0.0630590340 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 0.014
## 109 Malt 11 2021-08-31 0.0240566038 0.005
## 110 Suggary 02 2021-08-31 0.1343612335 0.011
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 0.006
## 112 Dempsey 12 2021-08-31 0.0194225722 0.014
## 113 Branche sud aval 03 2021-08-31 0.0155662909 0.009
## 114 Sewell 08 2021-08-31 0.0175619835 0.015
## 115 Pollard 10 2021-08-31 0.0007722008 0.073
## 116 br. sud amont 01 2021-08-31 0.0282375852 0.016
## 117 Morrison 06 2021-08-31 0.0079167408 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 0.029
## 120 Pok amont 04 2021-08-31 0.0630590340 0.008
## 121 Suggary 02 2021-10-05 0.0000000000 0.007
## 122 Morrison 06 2021-10-05 0.0240566038 0.010
## 123 Malt 11 2021-10-05 0.0630590340 0.012
## 124 Sewell 08 2021-10-05 0.1343612335 0.024
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 0.019
## 126 Dempsey 12 2021-10-05 0.0194225722 0.018
## 127 Branche sud aval 03 2021-10-05 0.0155662909 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 0.025
## 129 Pollard 10 2021-10-05 0.0007722008 0.037
## 130 br. sud amont 01 2021-10-05 0.0282375852 0.019
## 131 Pok amont 04 2021-10-05 0.0079167408 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 0.011
## 133 Malt 11 2021-10-28 0.0304054054 0.009
## 134 Suggary 02 2021-10-28 0.0000000000 0.009
## 135 br. sud amont 01 2021-10-28 0.0240566038 0.013
## 136 Morrison 06 2021-10-28 0.0194225722 0.011
## 137 Branche sud aval 03 2021-10-28 0.0630590340 0.022
## 138 Sewell 08 2021-10-28 0.1343612335 0.020
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 0.018
## 140 Dempsey 12 2021-10-28 0.0282375852 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 0.018
## 143 Pollard 10 2021-10-28 0.0007722008 0.033
## 144 Pok amont 04 2021-10-28 0.0079167408 0.013
## 145 Pollard 10 2022-07-28 0.0240566038 0.034
## 146 Morrison 06 2022-07-28 0.0079167408 0.014
## 147 Malt 11 2022-07-28 0.0304054054 0.008
## 148 Suggary 02 2022-07-28 0.0000000000 0.009
## 149 br. sud amont 01 2022-07-28 0.0150963040 0.016
## 150 Dempsey 12 2022-07-28 0.0194225722 0.017
## 151 Branche sud aval 03 2022-07-28 0.0630590340 0.013
## 152 Sewell 08 2022-07-28 0.1343612335 0.019
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 0.011
## 154 Pok amont 04 2022-07-28 0.0282375852 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 0.024
## 158 Pollard 10 2022-09-01 0.0240566038 0.075
## 159 br. sud amont 01 2022-09-01 0.0282375852 0.015
## 160 Morrison 06 2022-09-01 0.0079167408 0.021
## 161 Malt 11 2022-09-01 0.0304054054 0.008
## 162 Suggary 02 2022-09-01 0.1343612335 0.010
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 0.021
## 164 Dempsey 12 2022-09-01 0.0194225722 0.021
## 165 Branche sud aval 03 2022-09-01 0.0630590340 0.016
## 166 Sewell 08 2022-09-01 0.0175619835 0.019
## 167 Pok amont 04 2022-09-01 0.0007722008 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 0.012
## 169 Sewell 08 2022-10-03 0.0240566038 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 0.022
## 172 Pollard 10 2022-10-03 0.0007722008 0.049
## 173 br. sud amont 01 2022-10-03 0.0282375852 0.016
## 174 Morrison 06 2022-10-03 0.0079167408 0.014
## 175 Malt 11 2022-10-03 0.0630590340 0.007
## 176 Suggary 02 2022-10-03 0.1343612335 0.005
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 0.013
## 178 Dempsey 12 2022-10-03 0.0194225722 0.013
## 179 Branche sud aval 03 2022-10-03 0.0155662909 0.009
## 180 Pok amont 04 2022-10-03 0.0175619835 0.013
## 181 Branche sud aval 03 2022-11-01 0.0000000000 0.013
## 182 Sewell 08 2022-11-01 0.0240566038 0.021
## 183 Pok amont 04 2022-11-01 0.0079167408 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 0.020
## 186 Pollard 10 2022-11-01 0.0007722008 0.041
## 187 br. sud amont 01 2022-11-01 0.0282375852 0.020
## 188 Morrison 06 2022-11-01 0.0194225722 0.018
## 189 Malt 11 2022-11-01 0.0630590340 0.009
## 190 Suggary 02 2022-11-01 0.1343612335 0.010
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 0.017
## 192 Dempsey 12 2022-11-01 0.0155662909 0.021ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_urbaine_vs_nitratre
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSET_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctSET_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.012493493 0.0500
## 2 Morrison 06 2001-08-01 0.020472441 0.0940
## 3 Malt 11 2001-08-01 0.014492754 0.0500
## 4 Suggary 02 2001-08-01 0.017561983 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.001544402 0.0500
## 6 Dempsey 12 2001-08-01 0.028237585 0.0500
## 7 Branche sud aval 03 2001-08-01 0.008329959 0.0500
## 8 Sewell 08 2001-08-01 0.031418919 0.1360
## 9 Pok amont 04 2001-08-01 NA 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.026886792 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.061270125 0.2510
## 12 Pollard 10 2001-08-01 0.137298091 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.026886792 0.0500
## 14 Pollard 10 2001-08-28 0.137298091 0.3010
## 15 br. sud amont 01 2001-08-28 0.012493493 0.0500
## 16 Morrison 06 2001-08-28 0.020472441 0.0910
## 17 Malt 11 2001-08-28 0.014492754 0.0500
## 18 Suggary 02 2001-08-28 0.017561983 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.001544402 0.0500
## 20 Dempsey 12 2001-08-28 0.028237585 0.0500
## 21 Branche sud aval 03 2001-08-28 0.008329959 0.0500
## 22 Sewell 08 2001-08-28 0.031418919 0.1330
## 23 Pok amont 04 2001-08-28 NA 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.061270125 0.2810
## 25 Pok amont 04 2001-09-26 NA 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.026886792 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.061270125 0.2110
## 28 Pollard 10 2001-09-26 0.137298091 0.1845
## 29 br. sud amont 01 2001-09-26 0.012493493 0.0770
## 30 Morrison 06 2001-09-26 0.020472441 0.0500
## 31 Malt 11 2001-09-26 0.014492754 0.0500
## 32 Suggary 02 2001-09-26 0.017561983 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.001544402 0.0500
## 34 Dempsey 12 2001-09-26 0.028237585 0.0500
## 35 Branche sud aval 03 2001-09-26 0.008329959 0.0500
## 36 Sewell 08 2001-09-26 0.031418919 0.0500
## 37 Sewell 08 2001-10-31 0.031418919 0.0500
## 38 Pok amont 04 2001-10-31 NA 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.026886792 0.0500
## 40 Morrison 06 2001-10-31 0.020472441 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.061270125 0.0500
## 42 Pollard 10 2001-10-31 0.137298091 0.2300
## 43 br. sud amont 01 2001-10-31 0.012493493 0.0500
## 44 Dempsey 12 2001-10-31 0.028237585 0.0500
## 45 Malt 11 2001-10-31 0.014492754 0.0500
## 46 Suggary 02 2001-10-31 0.017561983 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.001544402 0.0500
## 48 Branche sud aval 03 2001-10-31 0.008329959 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.026886792 0.0500
## 50 Branche sud aval 03 2002-07-29 0.008329959 0.0500
## 51 Sewell 08 2002-07-29 0.031418919 0.2200
## 52 Pok amont 04 2002-07-29 NA 0.0700
## 53 br. sud amont 01 2002-07-29 0.012493493 0.0500
## 54 Morrison 06 2002-07-29 0.020472441 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.061270125 0.2800
## 56 Pollard 10 2002-07-29 0.137298091 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.001544402 0.0500
## 58 Dempsey 12 2002-07-29 0.028237585 0.0500
## 59 Malt 11 2002-07-29 0.014492754 0.0500
## 60 Suggary 02 2002-07-29 0.017561983 0.1900
## 61 Pok amont 04 2002-08-28 NA 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.026886792 0.0500
## 63 Dempsey 12 2002-08-28 0.028237585 0.0500
## 64 Branche sud aval 03 2002-08-28 0.008329959 0.0500
## 65 Sewell 08 2002-08-28 0.031418919 0.0500
## 66 Pollard 10 2002-08-28 0.137298091 0.1800
## 67 br. sud amont 01 2002-08-28 0.012493493 0.0500
## 68 Morrison 06 2002-08-28 0.020472441 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.061270125 0.3000
## 70 Suggary 02 2002-08-28 0.017561983 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.001544402 0.0500
## 72 Malt 11 2002-08-28 0.014492754 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.026886792 0.0500
## 74 Sewell 08 2002-10-02 0.031418919 0.0500
## 75 Pok amont 04 2002-10-02 NA 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.001544402 0.0500
## 77 Dempsey 12 2002-10-02 0.028237585 0.0500
## 78 Branche sud aval 03 2002-10-02 0.008329959 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.061270125 0.1900
## 80 Pollard 10 2002-10-02 0.137298091 0.1300
## 81 br. sud amont 01 2002-10-02 0.012493493 0.0500
## 82 Morrison 06 2002-10-02 0.020472441 0.0500
## 83 Malt 11 2002-10-02 0.014492754 0.0500
## 84 Suggary 02 2002-10-02 0.017561983 0.1300
## 85 Pok amont 04 2002-10-31 NA 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.026886792 0.0500
## 87 Branche sud aval 03 2002-10-31 0.008329959 0.0500
## 88 Sewell 08 2002-10-31 0.031418919 0.2300
## 89 Suggary 02 2002-10-31 0.017561983 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.001544402 0.0800
## 91 Dempsey 12 2002-10-31 0.028237585 0.0500
## 92 Morrison 06 2002-10-31 0.020472441 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.061270125 0.2200
## 94 Pollard 10 2002-10-31 0.137298091 0.1900
## 95 br. sud amont 01 2002-10-31 0.012493493 0.0500
## 96 Malt 11 2002-10-31 0.014492754 0.1300subset(Period2, select=c(Station2, Date, pctSET_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctSET_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.0150963040 0.11
## 98 Dempsey 12 2021-07-28 0.0194225722 0.08
## 99 Branche sud aval 03 2021-07-28 0.0155662909 0.05
## 100 Sewell 08 2021-07-28 0.0175619835 0.17
## 101 Waugh sanct. 07 2021-07-28 0.0007722008 0.06
## 102 br. sud amont 01 2021-07-28 0.0282375852 0.08
## 103 Morrison 06 2021-07-28 0.0079167408 0.05
## 104 Malt 11 2021-07-28 0.0304054054 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.0000000000 0.21
## 106 Pollard 10 2021-07-28 0.0240566038 0.40
## 107 Pok amont 04 2021-07-28 0.0630590340 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.1343612335 0.18
## 109 Malt 11 2021-08-31 0.0240566038 0.06
## 110 Suggary 02 2021-08-31 0.1343612335 0.12
## 111 Waugh sanct. 07 2021-08-31 0.0150963040 0.05
## 112 Dempsey 12 2021-08-31 0.0194225722 0.08
## 113 Branche sud aval 03 2021-08-31 0.0155662909 0.06
## 114 Sewell 08 2021-08-31 0.0175619835 0.12
## 115 Pollard 10 2021-08-31 0.0007722008 0.32
## 116 br. sud amont 01 2021-08-31 0.0282375852 0.05
## 117 Morrison 06 2021-08-31 0.0079167408 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.0304054054 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.0000000000 0.21
## 120 Pok amont 04 2021-08-31 0.0630590340 0.10
## 121 Suggary 02 2021-10-05 0.0000000000 0.17
## 122 Morrison 06 2021-10-05 0.0240566038 0.06
## 123 Malt 11 2021-10-05 0.0630590340 0.12
## 124 Sewell 08 2021-10-05 0.1343612335 0.13
## 125 Waugh sanct. 07 2021-10-05 0.0150963040 0.05
## 126 Dempsey 12 2021-10-05 0.0194225722 0.09
## 127 Branche sud aval 03 2021-10-05 0.0155662909 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.0175619835 0.33
## 129 Pollard 10 2021-10-05 0.0007722008 0.38
## 130 br. sud amont 01 2021-10-05 0.0282375852 0.05
## 131 Pok amont 04 2021-10-05 0.0079167408 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.0304054054 0.22
## 133 Malt 11 2021-10-28 0.0304054054 0.07
## 134 Suggary 02 2021-10-28 0.0000000000 0.15
## 135 br. sud amont 01 2021-10-28 0.0240566038 0.05
## 136 Morrison 06 2021-10-28 0.0194225722 0.08
## 137 Branche sud aval 03 2021-10-28 0.0630590340 0.07
## 138 Sewell 08 2021-10-28 0.1343612335 0.14
## 139 Waugh sanct. 07 2021-10-28 0.0150963040 0.05
## 140 Dempsey 12 2021-10-28 0.0282375852 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.0155662909 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.0175619835 0.36
## 143 Pollard 10 2021-10-28 0.0007722008 0.38
## 144 Pok amont 04 2021-10-28 0.0079167408 0.13
## 145 Pollard 10 2022-07-28 0.0240566038 0.40
## 146 Morrison 06 2022-07-28 0.0079167408 0.08
## 147 Malt 11 2022-07-28 0.0304054054 0.06
## 148 Suggary 02 2022-07-28 0.0000000000 0.11
## 149 br. sud amont 01 2022-07-28 0.0150963040 0.05
## 150 Dempsey 12 2022-07-28 0.0194225722 0.11
## 151 Branche sud aval 03 2022-07-28 0.0630590340 0.07
## 152 Sewell 08 2022-07-28 0.1343612335 0.17
## 153 Waugh sanct. 07 2022-07-28 0.0007722008 0.05
## 154 Pok amont 04 2022-07-28 0.0282375852 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.0155662909 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.0175619835 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.0000000000 0.26
## 158 Pollard 10 2022-09-01 0.0240566038 0.53
## 159 br. sud amont 01 2022-09-01 0.0282375852 0.05
## 160 Morrison 06 2022-09-01 0.0079167408 0.06
## 161 Malt 11 2022-09-01 0.0304054054 0.10
## 162 Suggary 02 2022-09-01 0.1343612335 0.13
## 163 Waugh sanct. 07 2022-09-01 0.0150963040 0.10
## 164 Dempsey 12 2022-09-01 0.0194225722 0.15
## 165 Branche sud aval 03 2022-09-01 0.0630590340 0.06
## 166 Sewell 08 2022-09-01 0.0175619835 0.17
## 167 Pok amont 04 2022-09-01 0.0007722008 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.0155662909 0.12
## 169 Sewell 08 2022-10-03 0.0240566038 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.0304054054 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.0000000000 0.27
## 172 Pollard 10 2022-10-03 0.0007722008 0.50
## 173 br. sud amont 01 2022-10-03 0.0282375852 0.06
## 174 Morrison 06 2022-10-03 0.0079167408 0.05
## 175 Malt 11 2022-10-03 0.0630590340 0.06
## 176 Suggary 02 2022-10-03 0.1343612335 0.15
## 177 Waugh sanct. 07 2022-10-03 0.0150963040 0.09
## 178 Dempsey 12 2022-10-03 0.0194225722 0.09
## 179 Branche sud aval 03 2022-10-03 0.0155662909 0.05
## 180 Pok amont 04 2022-10-03 0.0175619835 0.05
## 181 Branche sud aval 03 2022-11-01 0.0000000000 0.05
## 182 Sewell 08 2022-11-01 0.0240566038 0.15
## 183 Pok amont 04 2022-11-01 0.0079167408 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.0304054054 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.0175619835 0.25
## 186 Pollard 10 2022-11-01 0.0007722008 0.54
## 187 br. sud amont 01 2022-11-01 0.0282375852 0.07
## 188 Morrison 06 2022-11-01 0.0194225722 0.09
## 189 Malt 11 2022-11-01 0.0630590340 0.07
## 190 Suggary 02 2022-11-01 0.1343612335 0.16
## 191 Waugh sanct. 07 2022-11-01 0.0150963040 0.06
## 192 Dempsey 12 2022-11-01 0.0155662909 0.11ggplot() +
geom_point(data=Period1, aes(x=pctSET_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSET_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctSET_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctSET_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les Zones urbaines",
x=" Les Zones urbaines (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 8 rows containing missing values or values outside the scale range
## (`geom_point()`).
REC: Zone récréative
# Crée la variable pourcentage
#Period1$pctREC_supdrainee_1990 = Period1$REC_km2_supdrainee_1990 /
#Period1$sup_drainee_km2_sbv
Period2$pctREC_supdrainee_2020 = Period1$REC_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvZone_recreative_vs_température
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Temp_eau_YSI_degC))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctREC_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 5.205622e-04 11.5
## 98 Dempsey 12 2021-07-28 0.000000e+00 16.1
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 15.5
## 100 Sewell 08 2021-07-28 0.000000e+00 14.2
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 12.1
## 102 br. sud amont 01 2021-07-28 0.000000e+00 14.0
## 103 Morrison 06 2021-07-28 8.895214e-05 15.7
## 104 Malt 11 2021-07-28 1.689189e-03 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 16.9
## 106 Pollard 10 2021-07-28 0.000000e+00 14.6
## 107 Pok amont 04 2021-07-28 0.000000e+00 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 11.9
## 109 Malt 11 2021-08-31 0.000000e+00 12.0
## 110 Suggary 02 2021-08-31 0.000000e+00 11.0
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 12.8
## 112 Dempsey 12 2021-08-31 0.000000e+00 15.0
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 15.0
## 114 Sewell 08 2021-08-31 0.000000e+00 14.6
## 115 Pollard 10 2021-08-31 0.000000e+00 15.7
## 116 br. sud amont 01 2021-08-31 0.000000e+00 13.7
## 117 Morrison 06 2021-08-31 8.895214e-05 14.9
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 16.4
## 120 Pok amont 04 2021-08-31 0.000000e+00 10.8
## 121 Suggary 02 2021-10-05 0.000000e+00 6.3
## 122 Morrison 06 2021-10-05 0.000000e+00 7.0
## 123 Malt 11 2021-10-05 0.000000e+00 8.5
## 124 Sewell 08 2021-10-05 0.000000e+00 8.0
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 9.0
## 126 Dempsey 12 2021-10-05 0.000000e+00 8.7
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 7.9
## 129 Pollard 10 2021-10-05 0.000000e+00 8.7
## 130 br. sud amont 01 2021-10-05 0.000000e+00 7.3
## 131 Pok amont 04 2021-10-05 8.895214e-05 7.4
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 6.4
## 133 Malt 11 2021-10-28 1.689189e-03 7.1
## 134 Suggary 02 2021-10-28 0.000000e+00 6.7
## 135 br. sud amont 01 2021-10-28 0.000000e+00 7.0
## 136 Morrison 06 2021-10-28 0.000000e+00 6.4
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 6.7
## 138 Sewell 08 2021-10-28 0.000000e+00 7.4
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 7.3
## 140 Dempsey 12 2021-10-28 0.000000e+00 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 7.2
## 143 Pollard 10 2021-10-28 0.000000e+00 7.5
## 144 Pok amont 04 2021-10-28 8.895214e-05 7.2
## 145 Pollard 10 2022-07-28 0.000000e+00 14.2
## 146 Morrison 06 2022-07-28 8.895214e-05 13.3
## 147 Malt 11 2022-07-28 1.689189e-03 12.9
## 148 Suggary 02 2022-07-28 0.000000e+00 11.4
## 149 br. sud amont 01 2022-07-28 5.205622e-04 14.9
## 150 Dempsey 12 2022-07-28 0.000000e+00 15.3
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 15.5
## 152 Sewell 08 2022-07-28 0.000000e+00 15.1
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 13.1
## 154 Pok amont 04 2022-07-28 0.000000e+00 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 16.2
## 158 Pollard 10 2022-09-01 0.000000e+00 15.1
## 159 br. sud amont 01 2022-09-01 0.000000e+00 14.8
## 160 Morrison 06 2022-09-01 8.895214e-05 15.0
## 161 Malt 11 2022-09-01 1.689189e-03 12.3
## 162 Suggary 02 2022-09-01 0.000000e+00 11.9
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 14.0
## 164 Dempsey 12 2022-09-01 0.000000e+00 15.0
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 16.2
## 166 Sewell 08 2022-09-01 0.000000e+00 15.9
## 167 Pok amont 04 2022-09-01 0.000000e+00 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 12.9
## 169 Sewell 08 2022-10-03 0.000000e+00 6.2
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 6.5
## 172 Pollard 10 2022-10-03 0.000000e+00 6.5
## 173 br. sud amont 01 2022-10-03 0.000000e+00 5.6
## 174 Morrison 06 2022-10-03 8.895214e-05 4.7
## 175 Malt 11 2022-10-03 0.000000e+00 7.9
## 176 Suggary 02 2022-10-03 0.000000e+00 4.5
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 6.3
## 178 Dempsey 12 2022-10-03 0.000000e+00 6.0
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 6.2
## 180 Pok amont 04 2022-10-03 0.000000e+00 6.5
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 6.5
## 182 Sewell 08 2022-11-01 0.000000e+00 7.1
## 183 Pok amont 04 2022-11-01 8.895214e-05 6.3
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 7.4
## 186 Pollard 10 2022-11-01 0.000000e+00 8.0
## 187 br. sud amont 01 2022-11-01 0.000000e+00 7.0
## 188 Morrison 06 2022-11-01 0.000000e+00 5.9
## 189 Malt 11 2022-11-01 0.000000e+00 7.6
## 190 Suggary 02 2022-11-01 0.000000e+00 6.5
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 7.3
## 192 Dempsey 12 2022-11-01 0.000000e+00 7.8ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Temp_eau_YSI_degC,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Temp_eau_YSI_degC),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_oxygène
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctREC_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 5.205622e-04 9.68
## 98 Dempsey 12 2021-07-28 0.000000e+00 9.38
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 8.51
## 100 Sewell 08 2021-07-28 0.000000e+00 9.29
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 9.84
## 102 br. sud amont 01 2021-07-28 0.000000e+00 8.43
## 103 Morrison 06 2021-07-28 8.895214e-05 9.04
## 104 Malt 11 2021-07-28 1.689189e-03 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 8.70
## 106 Pollard 10 2021-07-28 0.000000e+00 9.81
## 107 Pok amont 04 2021-07-28 0.000000e+00 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 10.29
## 109 Malt 11 2021-08-31 0.000000e+00 11.07
## 110 Suggary 02 2021-08-31 0.000000e+00 10.16
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 10.03
## 112 Dempsey 12 2021-08-31 0.000000e+00 9.51
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 8.83
## 114 Sewell 08 2021-08-31 0.000000e+00 8.18
## 115 Pollard 10 2021-08-31 0.000000e+00 8.15
## 116 br. sud amont 01 2021-08-31 0.000000e+00 7.94
## 117 Morrison 06 2021-08-31 8.895214e-05 9.14
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 8.54
## 120 Pok amont 04 2021-08-31 0.000000e+00 8.70
## 121 Suggary 02 2021-10-05 0.000000e+00 12.14
## 122 Morrison 06 2021-10-05 0.000000e+00 11.19
## 123 Malt 11 2021-10-05 0.000000e+00 10.27
## 124 Sewell 08 2021-10-05 0.000000e+00 11.17
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 10.42
## 126 Dempsey 12 2021-10-05 0.000000e+00 10.86
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 10.87
## 129 Pollard 10 2021-10-05 0.000000e+00 11.29
## 130 br. sud amont 01 2021-10-05 0.000000e+00 10.74
## 131 Pok amont 04 2021-10-05 8.895214e-05 10.75
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 11.40
## 133 Malt 11 2021-10-28 1.689189e-03 10.50
## 134 Suggary 02 2021-10-28 0.000000e+00 11.68
## 135 br. sud amont 01 2021-10-28 0.000000e+00 10.93
## 136 Morrison 06 2021-10-28 0.000000e+00 11.66
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 11.22
## 138 Sewell 08 2021-10-28 0.000000e+00 11.44
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 10.96
## 140 Dempsey 12 2021-10-28 0.000000e+00 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 10.41
## 143 Pollard 10 2021-10-28 0.000000e+00 10.54
## 144 Pok amont 04 2021-10-28 8.895214e-05 10.80
## 145 Pollard 10 2022-07-28 0.000000e+00 10.75
## 146 Morrison 06 2022-07-28 8.895214e-05 10.00
## 147 Malt 11 2022-07-28 1.689189e-03 11.60
## 148 Suggary 02 2022-07-28 0.000000e+00 11.40
## 149 br. sud amont 01 2022-07-28 5.205622e-04 8.64
## 150 Dempsey 12 2022-07-28 0.000000e+00 9.34
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 9.55
## 152 Sewell 08 2022-07-28 0.000000e+00 9.50
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 9.90
## 154 Pok amont 04 2022-07-28 0.000000e+00 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 9.19
## 158 Pollard 10 2022-09-01 0.000000e+00 10.25
## 159 br. sud amont 01 2022-09-01 0.000000e+00 8.28
## 160 Morrison 06 2022-09-01 8.895214e-05 9.52
## 161 Malt 11 2022-09-01 1.689189e-03 11.08
## 162 Suggary 02 2022-09-01 0.000000e+00 10.24
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 9.22
## 164 Dempsey 12 2022-09-01 0.000000e+00 9.44
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 8.95
## 166 Sewell 08 2022-09-01 0.000000e+00 9.02
## 167 Pok amont 04 2022-09-01 0.000000e+00 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 10.06
## 169 Sewell 08 2022-10-03 0.000000e+00 10.03
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 12.20
## 172 Pollard 10 2022-10-03 0.000000e+00 13.04
## 173 br. sud amont 01 2022-10-03 0.000000e+00 11.04
## 174 Morrison 06 2022-10-03 8.895214e-05 12.92
## 175 Malt 11 2022-10-03 0.000000e+00 12.67
## 176 Suggary 02 2022-10-03 0.000000e+00 13.13
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 12.07
## 178 Dempsey 12 2022-10-03 0.000000e+00 11.87
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 12.21
## 180 Pok amont 04 2022-10-03 0.000000e+00 10.04
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 12.07
## 182 Sewell 08 2022-11-01 0.000000e+00 12.13
## 183 Pok amont 04 2022-11-01 8.895214e-05 10.55
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 11.17
## 186 Pollard 10 2022-11-01 0.000000e+00 10.85
## 187 br. sud amont 01 2022-11-01 0.000000e+00 11.78
## 188 Morrison 06 2022-11-01 0.000000e+00 12.66
## 189 Malt 11 2022-11-01 0.000000e+00 11.63
## 190 Suggary 02 2022-11-01 0.000000e+00 12.35
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 9.42
## 192 Dempsey 12 2022-11-01 0.000000e+00 11.07ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_conductivité
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctREC_supdrainee_2020
## 97 Suggary 02 2021-07-28 5.205622e-04
## 98 Dempsey 12 2021-07-28 0.000000e+00
## 99 Branche sud aval 03 2021-07-28 0.000000e+00
## 100 Sewell 08 2021-07-28 0.000000e+00
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00
## 102 br. sud amont 01 2021-07-28 0.000000e+00
## 103 Morrison 06 2021-07-28 8.895214e-05
## 104 Malt 11 2021-07-28 1.689189e-03
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00
## 106 Pollard 10 2021-07-28 0.000000e+00
## 107 Pok amont 04 2021-07-28 0.000000e+00
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00
## 109 Malt 11 2021-08-31 0.000000e+00
## 110 Suggary 02 2021-08-31 0.000000e+00
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04
## 112 Dempsey 12 2021-08-31 0.000000e+00
## 113 Branche sud aval 03 2021-08-31 0.000000e+00
## 114 Sewell 08 2021-08-31 0.000000e+00
## 115 Pollard 10 2021-08-31 0.000000e+00
## 116 br. sud amont 01 2021-08-31 0.000000e+00
## 117 Morrison 06 2021-08-31 8.895214e-05
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00
## 120 Pok amont 04 2021-08-31 0.000000e+00
## 121 Suggary 02 2021-10-05 0.000000e+00
## 122 Morrison 06 2021-10-05 0.000000e+00
## 123 Malt 11 2021-10-05 0.000000e+00
## 124 Sewell 08 2021-10-05 0.000000e+00
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04
## 126 Dempsey 12 2021-10-05 0.000000e+00
## 127 Branche sud aval 03 2021-10-05 0.000000e+00
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00
## 129 Pollard 10 2021-10-05 0.000000e+00
## 130 br. sud amont 01 2021-10-05 0.000000e+00
## 131 Pok amont 04 2021-10-05 8.895214e-05
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03
## 133 Malt 11 2021-10-28 1.689189e-03
## 134 Suggary 02 2021-10-28 0.000000e+00
## 135 br. sud amont 01 2021-10-28 0.000000e+00
## 136 Morrison 06 2021-10-28 0.000000e+00
## 137 Branche sud aval 03 2021-10-28 0.000000e+00
## 138 Sewell 08 2021-10-28 0.000000e+00
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04
## 140 Dempsey 12 2021-10-28 0.000000e+00
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00
## 143 Pollard 10 2021-10-28 0.000000e+00
## 144 Pok amont 04 2021-10-28 8.895214e-05
## 145 Pollard 10 2022-07-28 0.000000e+00
## 146 Morrison 06 2022-07-28 8.895214e-05
## 147 Malt 11 2022-07-28 1.689189e-03
## 148 Suggary 02 2022-07-28 0.000000e+00
## 149 br. sud amont 01 2022-07-28 5.205622e-04
## 150 Dempsey 12 2022-07-28 0.000000e+00
## 151 Branche sud aval 03 2022-07-28 0.000000e+00
## 152 Sewell 08 2022-07-28 0.000000e+00
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00
## 154 Pok amont 04 2022-07-28 0.000000e+00
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00
## 158 Pollard 10 2022-09-01 0.000000e+00
## 159 br. sud amont 01 2022-09-01 0.000000e+00
## 160 Morrison 06 2022-09-01 8.895214e-05
## 161 Malt 11 2022-09-01 1.689189e-03
## 162 Suggary 02 2022-09-01 0.000000e+00
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04
## 164 Dempsey 12 2022-09-01 0.000000e+00
## 165 Branche sud aval 03 2022-09-01 0.000000e+00
## 166 Sewell 08 2022-09-01 0.000000e+00
## 167 Pok amont 04 2022-09-01 0.000000e+00
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00
## 169 Sewell 08 2022-10-03 0.000000e+00
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00
## 172 Pollard 10 2022-10-03 0.000000e+00
## 173 br. sud amont 01 2022-10-03 0.000000e+00
## 174 Morrison 06 2022-10-03 8.895214e-05
## 175 Malt 11 2022-10-03 0.000000e+00
## 176 Suggary 02 2022-10-03 0.000000e+00
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04
## 178 Dempsey 12 2022-10-03 0.000000e+00
## 179 Branche sud aval 03 2022-10-03 0.000000e+00
## 180 Pok amont 04 2022-10-03 0.000000e+00
## 181 Branche sud aval 03 2022-11-01 0.000000e+00
## 182 Sewell 08 2022-11-01 0.000000e+00
## 183 Pok amont 04 2022-11-01 8.895214e-05
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00
## 186 Pollard 10 2022-11-01 0.000000e+00
## 187 br. sud amont 01 2022-11-01 0.000000e+00
## 188 Morrison 06 2022-11-01 0.000000e+00
## 189 Malt 11 2022-11-01 0.000000e+00
## 190 Suggary 02 2022-11-01 0.000000e+00
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04
## 192 Dempsey 12 2022-11-01 0.000000e+00
## Conductivity_microS_cm
## 97 109
## 98 139
## 99 119
## 100 131
## 101 128
## 102 177
## 103 122
## 104 90
## 105 115
## 106 166
## 107 60
## 108 109
## 109 96
## 110 116
## 111 138
## 112 152
## 113 125
## 114 161
## 115 196
## 116 199
## 117 129
## 118 118
## 119 114
## 120 70
## 121 98
## 122 114
## 123 74
## 124 72
## 125 70
## 126 96
## 127 86
## 128 90
## 129 128
## 130 91
## 131 52
## 132 95
## 133 80
## 134 100
## 135 114
## 136 118
## 137 97
## 138 81
## 139 88
## 140 113
## 141 102
## 142 97
## 143 139
## 144 54
## 145 163
## 146 119
## 147 88
## 148 107
## 149 161
## 150 134
## 151 113
## 152 113
## 153 126
## 154 59
## 155 108
## 156 113
## 157 107
## 158 178
## 159 180
## 160 117
## 161 88
## 162 104
## 163 114
## 164 137
## 165 117
## 166 116
## 167 63
## 168 108
## 169 114
## 170 113
## 171 94
## 172 179
## 173 182
## 174 120
## 175 95
## 176 107
## 177 114
## 178 143
## 179 118
## 180 64
## 181 112
## 182 92
## 183 69
## 184 112
## 185 92
## 186 177
## 187 144
## 188 125
## 189 91
## 190 108
## 191 92
## 192 136ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_pH
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,pH_units))## Station2 Date pctREC_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 5.205622e-04 7.5
## 98 Dempsey 12 2021-07-28 0.000000e+00 7.6
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 7.6
## 100 Sewell 08 2021-07-28 0.000000e+00 7.7
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 7.6
## 102 br. sud amont 01 2021-07-28 0.000000e+00 7.6
## 103 Morrison 06 2021-07-28 8.895214e-05 7.4
## 104 Malt 11 2021-07-28 1.689189e-03 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 7.6
## 106 Pollard 10 2021-07-28 0.000000e+00 7.6
## 107 Pok amont 04 2021-07-28 0.000000e+00 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 7.6
## 109 Malt 11 2021-08-31 0.000000e+00 7.3
## 110 Suggary 02 2021-08-31 0.000000e+00 7.6
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 7.8
## 112 Dempsey 12 2021-08-31 0.000000e+00 7.6
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 7.8
## 114 Sewell 08 2021-08-31 0.000000e+00 7.8
## 115 Pollard 10 2021-08-31 0.000000e+00 7.8
## 116 br. sud amont 01 2021-08-31 0.000000e+00 7.5
## 117 Morrison 06 2021-08-31 8.895214e-05 7.8
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 7.7
## 120 Pok amont 04 2021-08-31 0.000000e+00 7.1
## 121 Suggary 02 2021-10-05 0.000000e+00 7.6
## 122 Morrison 06 2021-10-05 0.000000e+00 7.1
## 123 Malt 11 2021-10-05 0.000000e+00 7.1
## 124 Sewell 08 2021-10-05 0.000000e+00 7.5
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 7.2
## 126 Dempsey 12 2021-10-05 0.000000e+00 7.3
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 7.4
## 129 Pollard 10 2021-10-05 0.000000e+00 7.5
## 130 br. sud amont 01 2021-10-05 0.000000e+00 7.2
## 131 Pok amont 04 2021-10-05 8.895214e-05 6.8
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 7.2
## 133 Malt 11 2021-10-28 1.689189e-03 7.0
## 134 Suggary 02 2021-10-28 0.000000e+00 7.6
## 135 br. sud amont 01 2021-10-28 0.000000e+00 7.5
## 136 Morrison 06 2021-10-28 0.000000e+00 7.6
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 7.6
## 138 Sewell 08 2021-10-28 0.000000e+00 7.5
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 7.5
## 140 Dempsey 12 2021-10-28 0.000000e+00 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 7.5
## 143 Pollard 10 2021-10-28 0.000000e+00 7.7
## 144 Pok amont 04 2021-10-28 8.895214e-05 7.5
## 145 Pollard 10 2022-07-28 0.000000e+00 7.7
## 146 Morrison 06 2022-07-28 8.895214e-05 7.8
## 147 Malt 11 2022-07-28 1.689189e-03 7.6
## 148 Suggary 02 2022-07-28 0.000000e+00 7.7
## 149 br. sud amont 01 2022-07-28 5.205622e-04 7.9
## 150 Dempsey 12 2022-07-28 0.000000e+00 7.8
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 7.8
## 152 Sewell 08 2022-07-28 0.000000e+00 7.7
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 7.8
## 154 Pok amont 04 2022-07-28 0.000000e+00 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 7.8
## 158 Pollard 10 2022-09-01 0.000000e+00 7.8
## 159 br. sud amont 01 2022-09-01 0.000000e+00 8.0
## 160 Morrison 06 2022-09-01 8.895214e-05 8.0
## 161 Malt 11 2022-09-01 1.689189e-03 7.7
## 162 Suggary 02 2022-09-01 0.000000e+00 7.8
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 7.9
## 164 Dempsey 12 2022-09-01 0.000000e+00 7.9
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 7.9
## 166 Sewell 08 2022-09-01 0.000000e+00 7.9
## 167 Pok amont 04 2022-09-01 0.000000e+00 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 7.8
## 169 Sewell 08 2022-10-03 0.000000e+00 7.7
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 7.5
## 172 Pollard 10 2022-10-03 0.000000e+00 7.8
## 173 br. sud amont 01 2022-10-03 0.000000e+00 7.9
## 174 Morrison 06 2022-10-03 8.895214e-05 7.9
## 175 Malt 11 2022-10-03 0.000000e+00 7.5
## 176 Suggary 02 2022-10-03 0.000000e+00 7.7
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 7.6
## 178 Dempsey 12 2022-10-03 0.000000e+00 7.7
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 7.8
## 180 Pok amont 04 2022-10-03 0.000000e+00 7.1
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 7.6
## 182 Sewell 08 2022-11-01 0.000000e+00 7.5
## 183 Pok amont 04 2022-11-01 8.895214e-05 7.0
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 7.3
## 186 Pollard 10 2022-11-01 0.000000e+00 7.6
## 187 br. sud amont 01 2022-11-01 0.000000e+00 7.5
## 188 Morrison 06 2022-11-01 0.000000e+00 7.8
## 189 Malt 11 2022-11-01 0.000000e+00 7.0
## 190 Suggary 02 2022-11-01 0.000000e+00 7.5
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 7.2
## 192 Dempsey 12 2022-11-01 0.000000e+00 7.4ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_Turbidity
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Turbidity_NTU))## Station2 Date pctREC_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 5.205622e-04 1.2
## 98 Dempsey 12 2021-07-28 0.000000e+00 1.6
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 1.8
## 100 Sewell 08 2021-07-28 0.000000e+00 3.5
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 1.1
## 102 br. sud amont 01 2021-07-28 0.000000e+00 2.3
## 103 Morrison 06 2021-07-28 8.895214e-05 1.4
## 104 Malt 11 2021-07-28 1.689189e-03 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 1.9
## 106 Pollard 10 2021-07-28 0.000000e+00 1.2
## 107 Pok amont 04 2021-07-28 0.000000e+00 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 1.7
## 109 Malt 11 2021-08-31 0.000000e+00 0.5
## 110 Suggary 02 2021-08-31 0.000000e+00 0.7
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 1.1
## 112 Dempsey 12 2021-08-31 0.000000e+00 1.7
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 1.7
## 114 Sewell 08 2021-08-31 0.000000e+00 3.0
## 115 Pollard 10 2021-08-31 0.000000e+00 1.7
## 116 br. sud amont 01 2021-08-31 0.000000e+00 5.6
## 117 Morrison 06 2021-08-31 8.895214e-05 2.6
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 3.2
## 120 Pok amont 04 2021-08-31 0.000000e+00 1.5
## 121 Suggary 02 2021-10-05 0.000000e+00 0.7
## 122 Morrison 06 2021-10-05 0.000000e+00 1.4
## 123 Malt 11 2021-10-05 0.000000e+00 0.9
## 124 Sewell 08 2021-10-05 0.000000e+00 4.2
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 1.2
## 126 Dempsey 12 2021-10-05 0.000000e+00 1.8
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 1.8
## 129 Pollard 10 2021-10-05 0.000000e+00 1.8
## 130 br. sud amont 01 2021-10-05 0.000000e+00 3.7
## 131 Pok amont 04 2021-10-05 8.895214e-05 1.0
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 1.4
## 133 Malt 11 2021-10-28 1.689189e-03 0.5
## 134 Suggary 02 2021-10-28 0.000000e+00 0.2
## 135 br. sud amont 01 2021-10-28 0.000000e+00 1.9
## 136 Morrison 06 2021-10-28 0.000000e+00 0.6
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 1.3
## 138 Sewell 08 2021-10-28 0.000000e+00 2.8
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 1.0
## 140 Dempsey 12 2021-10-28 0.000000e+00 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 1.4
## 143 Pollard 10 2021-10-28 0.000000e+00 0.8
## 144 Pok amont 04 2021-10-28 8.895214e-05 0.6
## 145 Pollard 10 2022-07-28 0.000000e+00 0.4
## 146 Morrison 06 2022-07-28 8.895214e-05 0.7
## 147 Malt 11 2022-07-28 1.689189e-03 0.4
## 148 Suggary 02 2022-07-28 0.000000e+00 0.5
## 149 br. sud amont 01 2022-07-28 5.205622e-04 2.7
## 150 Dempsey 12 2022-07-28 0.000000e+00 1.2
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 2.1
## 152 Sewell 08 2022-07-28 0.000000e+00 1.8
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 1.0
## 154 Pok amont 04 2022-07-28 0.000000e+00 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 1.9
## 158 Pollard 10 2022-09-01 0.000000e+00 1.3
## 159 br. sud amont 01 2022-09-01 0.000000e+00 3.0
## 160 Morrison 06 2022-09-01 8.895214e-05 2.4
## 161 Malt 11 2022-09-01 1.689189e-03 0.5
## 162 Suggary 02 2022-09-01 0.000000e+00 0.7
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 1.8
## 164 Dempsey 12 2022-09-01 0.000000e+00 2.2
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 1.9
## 166 Sewell 08 2022-09-01 0.000000e+00 2.6
## 167 Pok amont 04 2022-09-01 0.000000e+00 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 1.4
## 169 Sewell 08 2022-10-03 0.000000e+00 3.6
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 1.9
## 172 Pollard 10 2022-10-03 0.000000e+00 0.4
## 173 br. sud amont 01 2022-10-03 0.000000e+00 2.8
## 174 Morrison 06 2022-10-03 8.895214e-05 1.0
## 175 Malt 11 2022-10-03 0.000000e+00 0.4
## 176 Suggary 02 2022-10-03 0.000000e+00 0.3
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 1.3
## 178 Dempsey 12 2022-10-03 0.000000e+00 1.3
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 1.6
## 180 Pok amont 04 2022-10-03 0.000000e+00 1.5
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 2.6
## 182 Sewell 08 2022-11-01 0.000000e+00 5.4
## 183 Pok amont 04 2022-11-01 8.895214e-05 0.8
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 2.0
## 186 Pollard 10 2022-11-01 0.000000e+00 0.7
## 187 br. sud amont 01 2022-11-01 0.000000e+00 4.8
## 188 Morrison 06 2022-11-01 0.000000e+00 2.8
## 189 Malt 11 2022-11-01 0.000000e+00 1.5
## 190 Suggary 02 2022-11-01 0.000000e+00 0.7
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 1.6
## 192 Dempsey 12 2022-11-01 0.000000e+00 4.2ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_Colour
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Colour_TCU))## Station2 Date pctREC_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 5.205622e-04 8
## 98 Dempsey 12 2021-07-28 0.000000e+00 22
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 19
## 100 Sewell 08 2021-07-28 0.000000e+00 34
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 27
## 102 br. sud amont 01 2021-07-28 0.000000e+00 15
## 103 Morrison 06 2021-07-28 8.895214e-05 14
## 104 Malt 11 2021-07-28 1.689189e-03 7
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 29
## 106 Pollard 10 2021-07-28 0.000000e+00 8
## 107 Pok amont 04 2021-07-28 0.000000e+00 11
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 9
## 109 Malt 11 2021-08-31 0.000000e+00 5
## 110 Suggary 02 2021-08-31 0.000000e+00 5
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 14
## 112 Dempsey 12 2021-08-31 0.000000e+00 14
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 20
## 114 Sewell 08 2021-08-31 0.000000e+00 24
## 115 Pollard 10 2021-08-31 0.000000e+00 8
## 116 br. sud amont 01 2021-08-31 0.000000e+00 12
## 117 Morrison 06 2021-08-31 8.895214e-05 18
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 8
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 37
## 120 Pok amont 04 2021-08-31 0.000000e+00 10
## 121 Suggary 02 2021-10-05 0.000000e+00 8
## 122 Morrison 06 2021-10-05 0.000000e+00 22
## 123 Malt 11 2021-10-05 0.000000e+00 66
## 124 Sewell 08 2021-10-05 0.000000e+00 47
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 190
## 126 Dempsey 12 2021-10-05 0.000000e+00 55
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 38
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 141
## 129 Pollard 10 2021-10-05 0.000000e+00 19
## 130 br. sud amont 01 2021-10-05 0.000000e+00 44
## 131 Pok amont 04 2021-10-05 8.895214e-05 21
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 33
## 133 Malt 11 2021-10-28 1.689189e-03 47
## 134 Suggary 02 2021-10-28 0.000000e+00 5
## 135 br. sud amont 01 2021-10-28 0.000000e+00 32
## 136 Morrison 06 2021-10-28 0.000000e+00 13
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 22
## 138 Sewell 08 2021-10-28 0.000000e+00 43
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 130
## 140 Dempsey 12 2021-10-28 0.000000e+00 33
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 15
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 107
## 143 Pollard 10 2021-10-28 0.000000e+00 12
## 144 Pok amont 04 2021-10-28 8.895214e-05 13
## 145 Pollard 10 2022-07-28 0.000000e+00 5
## 146 Morrison 06 2022-07-28 8.895214e-05 7
## 147 Malt 11 2022-07-28 1.689189e-03 6
## 148 Suggary 02 2022-07-28 0.000000e+00 5
## 149 br. sud amont 01 2022-07-28 5.205622e-04 26
## 150 Dempsey 12 2022-07-28 0.000000e+00 16
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 18
## 152 Sewell 08 2022-07-28 0.000000e+00 33
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 27
## 154 Pok amont 04 2022-07-28 0.000000e+00 7
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 5
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 15
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 48
## 158 Pollard 10 2022-09-01 0.000000e+00 23
## 159 br. sud amont 01 2022-09-01 0.000000e+00 23
## 160 Morrison 06 2022-09-01 8.895214e-05 15
## 161 Malt 11 2022-09-01 1.689189e-03 10
## 162 Suggary 02 2022-09-01 0.000000e+00 8
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 61
## 164 Dempsey 12 2022-09-01 0.000000e+00 21
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 21
## 166 Sewell 08 2022-09-01 0.000000e+00 43
## 167 Pok amont 04 2022-09-01 0.000000e+00 14
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 41
## 169 Sewell 08 2022-10-03 0.000000e+00 71
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 8
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 130
## 172 Pollard 10 2022-10-03 0.000000e+00 10
## 173 br. sud amont 01 2022-10-03 0.000000e+00 20
## 174 Morrison 06 2022-10-03 8.895214e-05 10
## 175 Malt 11 2022-10-03 0.000000e+00 5
## 176 Suggary 02 2022-10-03 0.000000e+00 5
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 53
## 178 Dempsey 12 2022-10-03 0.000000e+00 16
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 17
## 180 Pok amont 04 2022-10-03 0.000000e+00 12
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 25
## 182 Sewell 08 2022-11-01 0.000000e+00 60
## 183 Pok amont 04 2022-11-01 8.895214e-05 11
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 21
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 148
## 186 Pollard 10 2022-11-01 0.000000e+00 11
## 187 br. sud amont 01 2022-11-01 0.000000e+00 42
## 188 Morrison 06 2022-11-01 0.000000e+00 13
## 189 Malt 11 2022-11-01 0.000000e+00 22
## 190 Suggary 02 2022-11-01 0.000000e+00 9
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 143
## 192 Dempsey 12 2022-11-01 0.000000e+00 28ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_COT
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctREC_supdrainee_2020
## 97 Suggary 02 2021-07-28 5.205622e-04
## 98 Dempsey 12 2021-07-28 0.000000e+00
## 99 Branche sud aval 03 2021-07-28 0.000000e+00
## 100 Sewell 08 2021-07-28 0.000000e+00
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00
## 102 br. sud amont 01 2021-07-28 0.000000e+00
## 103 Morrison 06 2021-07-28 8.895214e-05
## 104 Malt 11 2021-07-28 1.689189e-03
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00
## 106 Pollard 10 2021-07-28 0.000000e+00
## 107 Pok amont 04 2021-07-28 0.000000e+00
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00
## 109 Malt 11 2021-08-31 0.000000e+00
## 110 Suggary 02 2021-08-31 0.000000e+00
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04
## 112 Dempsey 12 2021-08-31 0.000000e+00
## 113 Branche sud aval 03 2021-08-31 0.000000e+00
## 114 Sewell 08 2021-08-31 0.000000e+00
## 115 Pollard 10 2021-08-31 0.000000e+00
## 116 br. sud amont 01 2021-08-31 0.000000e+00
## 117 Morrison 06 2021-08-31 8.895214e-05
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00
## 120 Pok amont 04 2021-08-31 0.000000e+00
## 121 Suggary 02 2021-10-05 0.000000e+00
## 122 Morrison 06 2021-10-05 0.000000e+00
## 123 Malt 11 2021-10-05 0.000000e+00
## 124 Sewell 08 2021-10-05 0.000000e+00
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04
## 126 Dempsey 12 2021-10-05 0.000000e+00
## 127 Branche sud aval 03 2021-10-05 0.000000e+00
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00
## 129 Pollard 10 2021-10-05 0.000000e+00
## 130 br. sud amont 01 2021-10-05 0.000000e+00
## 131 Pok amont 04 2021-10-05 8.895214e-05
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03
## 133 Malt 11 2021-10-28 1.689189e-03
## 134 Suggary 02 2021-10-28 0.000000e+00
## 135 br. sud amont 01 2021-10-28 0.000000e+00
## 136 Morrison 06 2021-10-28 0.000000e+00
## 137 Branche sud aval 03 2021-10-28 0.000000e+00
## 138 Sewell 08 2021-10-28 0.000000e+00
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04
## 140 Dempsey 12 2021-10-28 0.000000e+00
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00
## 143 Pollard 10 2021-10-28 0.000000e+00
## 144 Pok amont 04 2021-10-28 8.895214e-05
## 145 Pollard 10 2022-07-28 0.000000e+00
## 146 Morrison 06 2022-07-28 8.895214e-05
## 147 Malt 11 2022-07-28 1.689189e-03
## 148 Suggary 02 2022-07-28 0.000000e+00
## 149 br. sud amont 01 2022-07-28 5.205622e-04
## 150 Dempsey 12 2022-07-28 0.000000e+00
## 151 Branche sud aval 03 2022-07-28 0.000000e+00
## 152 Sewell 08 2022-07-28 0.000000e+00
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00
## 154 Pok amont 04 2022-07-28 0.000000e+00
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00
## 158 Pollard 10 2022-09-01 0.000000e+00
## 159 br. sud amont 01 2022-09-01 0.000000e+00
## 160 Morrison 06 2022-09-01 8.895214e-05
## 161 Malt 11 2022-09-01 1.689189e-03
## 162 Suggary 02 2022-09-01 0.000000e+00
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04
## 164 Dempsey 12 2022-09-01 0.000000e+00
## 165 Branche sud aval 03 2022-09-01 0.000000e+00
## 166 Sewell 08 2022-09-01 0.000000e+00
## 167 Pok amont 04 2022-09-01 0.000000e+00
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00
## 169 Sewell 08 2022-10-03 0.000000e+00
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00
## 172 Pollard 10 2022-10-03 0.000000e+00
## 173 br. sud amont 01 2022-10-03 0.000000e+00
## 174 Morrison 06 2022-10-03 8.895214e-05
## 175 Malt 11 2022-10-03 0.000000e+00
## 176 Suggary 02 2022-10-03 0.000000e+00
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04
## 178 Dempsey 12 2022-10-03 0.000000e+00
## 179 Branche sud aval 03 2022-10-03 0.000000e+00
## 180 Pok amont 04 2022-10-03 0.000000e+00
## 181 Branche sud aval 03 2022-11-01 0.000000e+00
## 182 Sewell 08 2022-11-01 0.000000e+00
## 183 Pok amont 04 2022-11-01 8.895214e-05
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00
## 186 Pollard 10 2022-11-01 0.000000e+00
## 187 br. sud amont 01 2022-11-01 0.000000e+00
## 188 Morrison 06 2022-11-01 0.000000e+00
## 189 Malt 11 2022-11-01 0.000000e+00
## 190 Suggary 02 2022-11-01 0.000000e+00
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04
## 192 Dempsey 12 2022-11-01 0.000000e+00
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le COT et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_coliforme
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctREC_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 5.205622e-04 20.0
## 98 Dempsey 12 2021-07-28 0.000000e+00 52.0
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 74.0
## 100 Sewell 08 2021-07-28 0.000000e+00 98.0
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 52.0
## 102 br. sud amont 01 2021-07-28 0.000000e+00 75.0
## 103 Morrison 06 2021-07-28 8.895214e-05 30.0
## 104 Malt 11 2021-07-28 1.689189e-03 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 75.0
## 106 Pollard 10 2021-07-28 0.000000e+00 98.0
## 107 Pok amont 04 2021-07-28 0.000000e+00 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 20.0
## 109 Malt 11 2021-08-31 0.000000e+00 39.3
## 110 Suggary 02 2021-08-31 0.000000e+00 235.9
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 68.3
## 112 Dempsey 12 2021-08-31 0.000000e+00 49.6
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 54.5
## 114 Sewell 08 2021-08-31 0.000000e+00 148.3
## 115 Pollard 10 2021-08-31 0.000000e+00 117.8
## 116 br. sud amont 01 2021-08-31 0.000000e+00 72.7
## 117 Morrison 06 2021-08-31 8.895214e-05 25.6
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 70.3
## 120 Pok amont 04 2021-08-31 0.000000e+00 15.6
## 121 Suggary 02 2021-10-05 0.000000e+00 41.7
## 122 Morrison 06 2021-10-05 0.000000e+00 24.6
## 123 Malt 11 2021-10-05 0.000000e+00 47.1
## 124 Sewell 08 2021-10-05 0.000000e+00 135.4
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 29.5
## 126 Dempsey 12 2021-10-05 0.000000e+00 54.8
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 95.9
## 129 Pollard 10 2021-10-05 0.000000e+00 62.7
## 130 br. sud amont 01 2021-10-05 0.000000e+00 35.5
## 131 Pok amont 04 2021-10-05 8.895214e-05 10.8
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 27.5
## 133 Malt 11 2021-10-28 1.689189e-03 16.0
## 134 Suggary 02 2021-10-28 0.000000e+00 7.4
## 135 br. sud amont 01 2021-10-28 0.000000e+00 19.9
## 136 Morrison 06 2021-10-28 0.000000e+00 12.1
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 39.9
## 138 Sewell 08 2021-10-28 0.000000e+00 48.1
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 38.4
## 140 Dempsey 12 2021-10-28 0.000000e+00 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 29.5
## 143 Pollard 10 2021-10-28 0.000000e+00 34.5
## 144 Pok amont 04 2021-10-28 8.895214e-05 14.6
## 145 Pollard 10 2022-07-28 0.000000e+00 57.6
## 146 Morrison 06 2022-07-28 8.895214e-05 133.4
## 147 Malt 11 2022-07-28 1.689189e-03 70.3
## 148 Suggary 02 2022-07-28 0.000000e+00 27.5
## 149 br. sud amont 01 2022-07-28 5.205622e-04 32.7
## 150 Dempsey 12 2022-07-28 0.000000e+00 41.7
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 59.8
## 152 Sewell 08 2022-07-28 0.000000e+00 90.6
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 93.3
## 154 Pok amont 04 2022-07-28 0.000000e+00 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 82.0
## 158 Pollard 10 2022-09-01 0.000000e+00 1046.2
## 159 br. sud amont 01 2022-09-01 0.000000e+00 114.5
## 160 Morrison 06 2022-09-01 8.895214e-05 686.7
## 161 Malt 11 2022-09-01 1.689189e-03 69.1
## 162 Suggary 02 2022-09-01 0.000000e+00 40.2
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 88.0
## 164 Dempsey 12 2022-09-01 0.000000e+00 248.1
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 70.3
## 166 Sewell 08 2022-09-01 0.000000e+00 172.2
## 167 Pok amont 04 2022-09-01 0.000000e+00 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 121.1
## 169 Sewell 08 2022-10-03 0.000000e+00 48.8
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 59.1
## 172 Pollard 10 2022-10-03 0.000000e+00 24.1
## 173 br. sud amont 01 2022-10-03 0.000000e+00 57.6
## 174 Morrison 06 2022-10-03 8.895214e-05 47.4
## 175 Malt 11 2022-10-03 0.000000e+00 5.2
## 176 Suggary 02 2022-10-03 0.000000e+00 9.7
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 65.7
## 178 Dempsey 12 2022-10-03 0.000000e+00 48.0
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 13.4
## 180 Pok amont 04 2022-10-03 0.000000e+00 8.4
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 24.6
## 182 Sewell 08 2022-11-01 0.000000e+00 115.3
## 183 Pok amont 04 2022-11-01 8.895214e-05 5.2
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 72.3
## 186 Pollard 10 2022-11-01 0.000000e+00 20.3
## 187 br. sud amont 01 2022-11-01 0.000000e+00 37.3
## 188 Morrison 06 2022-11-01 0.000000e+00 39.9
## 189 Malt 11 2022-11-01 0.000000e+00 45.0
## 190 Suggary 02 2022-11-01 0.000000e+00 8.5
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 249.5
## 192 Dempsey 12 2022-11-01 0.000000e+00 53.8ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=log10(E.coli_MPN_100.mL),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_Phosphore
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctREC_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 5.205622e-04 0.018
## 98 Dempsey 12 2021-07-28 0.000000e+00 0.024
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 0.022
## 100 Sewell 08 2021-07-28 0.000000e+00 0.028
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 0.017
## 102 br. sud amont 01 2021-07-28 0.000000e+00 0.016
## 103 Morrison 06 2021-07-28 8.895214e-05 0.019
## 104 Malt 11 2021-07-28 1.689189e-03 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 0.026
## 106 Pollard 10 2021-07-28 0.000000e+00 0.051
## 107 Pok amont 04 2021-07-28 0.000000e+00 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 0.014
## 109 Malt 11 2021-08-31 0.000000e+00 0.005
## 110 Suggary 02 2021-08-31 0.000000e+00 0.011
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 0.006
## 112 Dempsey 12 2021-08-31 0.000000e+00 0.014
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 0.009
## 114 Sewell 08 2021-08-31 0.000000e+00 0.015
## 115 Pollard 10 2021-08-31 0.000000e+00 0.073
## 116 br. sud amont 01 2021-08-31 0.000000e+00 0.016
## 117 Morrison 06 2021-08-31 8.895214e-05 0.016
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 0.029
## 120 Pok amont 04 2021-08-31 0.000000e+00 0.008
## 121 Suggary 02 2021-10-05 0.000000e+00 0.007
## 122 Morrison 06 2021-10-05 0.000000e+00 0.010
## 123 Malt 11 2021-10-05 0.000000e+00 0.012
## 124 Sewell 08 2021-10-05 0.000000e+00 0.024
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 0.019
## 126 Dempsey 12 2021-10-05 0.000000e+00 0.018
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 0.025
## 129 Pollard 10 2021-10-05 0.000000e+00 0.037
## 130 br. sud amont 01 2021-10-05 0.000000e+00 0.019
## 131 Pok amont 04 2021-10-05 8.895214e-05 0.008
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 0.011
## 133 Malt 11 2021-10-28 1.689189e-03 0.009
## 134 Suggary 02 2021-10-28 0.000000e+00 0.009
## 135 br. sud amont 01 2021-10-28 0.000000e+00 0.013
## 136 Morrison 06 2021-10-28 0.000000e+00 0.011
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 0.022
## 138 Sewell 08 2021-10-28 0.000000e+00 0.020
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 0.018
## 140 Dempsey 12 2021-10-28 0.000000e+00 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 0.018
## 143 Pollard 10 2021-10-28 0.000000e+00 0.033
## 144 Pok amont 04 2021-10-28 8.895214e-05 0.013
## 145 Pollard 10 2022-07-28 0.000000e+00 0.034
## 146 Morrison 06 2022-07-28 8.895214e-05 0.014
## 147 Malt 11 2022-07-28 1.689189e-03 0.008
## 148 Suggary 02 2022-07-28 0.000000e+00 0.009
## 149 br. sud amont 01 2022-07-28 5.205622e-04 0.016
## 150 Dempsey 12 2022-07-28 0.000000e+00 0.017
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 0.013
## 152 Sewell 08 2022-07-28 0.000000e+00 0.019
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 0.011
## 154 Pok amont 04 2022-07-28 0.000000e+00 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 0.024
## 158 Pollard 10 2022-09-01 0.000000e+00 0.075
## 159 br. sud amont 01 2022-09-01 0.000000e+00 0.015
## 160 Morrison 06 2022-09-01 8.895214e-05 0.021
## 161 Malt 11 2022-09-01 1.689189e-03 0.008
## 162 Suggary 02 2022-09-01 0.000000e+00 0.010
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 0.021
## 164 Dempsey 12 2022-09-01 0.000000e+00 0.021
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 0.016
## 166 Sewell 08 2022-09-01 0.000000e+00 0.019
## 167 Pok amont 04 2022-09-01 0.000000e+00 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 0.012
## 169 Sewell 08 2022-10-03 0.000000e+00 0.016
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 0.022
## 172 Pollard 10 2022-10-03 0.000000e+00 0.049
## 173 br. sud amont 01 2022-10-03 0.000000e+00 0.016
## 174 Morrison 06 2022-10-03 8.895214e-05 0.014
## 175 Malt 11 2022-10-03 0.000000e+00 0.007
## 176 Suggary 02 2022-10-03 0.000000e+00 0.005
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 0.013
## 178 Dempsey 12 2022-10-03 0.000000e+00 0.013
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 0.009
## 180 Pok amont 04 2022-10-03 0.000000e+00 0.013
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 0.013
## 182 Sewell 08 2022-11-01 0.000000e+00 0.021
## 183 Pok amont 04 2022-11-01 8.895214e-05 0.011
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 0.020
## 186 Pollard 10 2022-11-01 0.000000e+00 0.041
## 187 br. sud amont 01 2022-11-01 0.000000e+00 0.020
## 188 Morrison 06 2022-11-01 0.000000e+00 0.018
## 189 Malt 11 2022-11-01 0.000000e+00 0.009
## 190 Suggary 02 2022-11-01 0.000000e+00 0.010
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 0.017
## 192 Dempsey 12 2022-11-01 0.000000e+00 0.021ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Zone_recreative_vs_nitrate
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctREC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))
subset(Period2, select=c(Station2, Date, pctREC_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctREC_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 5.205622e-04 0.11
## 98 Dempsey 12 2021-07-28 0.000000e+00 0.08
## 99 Branche sud aval 03 2021-07-28 0.000000e+00 0.05
## 100 Sewell 08 2021-07-28 0.000000e+00 0.17
## 101 Waugh sanct. 07 2021-07-28 0.000000e+00 0.06
## 102 br. sud amont 01 2021-07-28 0.000000e+00 0.08
## 103 Morrison 06 2021-07-28 8.895214e-05 0.05
## 104 Malt 11 2021-07-28 1.689189e-03 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.000000e+00 0.21
## 106 Pollard 10 2021-07-28 0.000000e+00 0.40
## 107 Pok amont 04 2021-07-28 0.000000e+00 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.000000e+00 0.18
## 109 Malt 11 2021-08-31 0.000000e+00 0.06
## 110 Suggary 02 2021-08-31 0.000000e+00 0.12
## 111 Waugh sanct. 07 2021-08-31 5.205622e-04 0.05
## 112 Dempsey 12 2021-08-31 0.000000e+00 0.08
## 113 Branche sud aval 03 2021-08-31 0.000000e+00 0.06
## 114 Sewell 08 2021-08-31 0.000000e+00 0.12
## 115 Pollard 10 2021-08-31 0.000000e+00 0.32
## 116 br. sud amont 01 2021-08-31 0.000000e+00 0.05
## 117 Morrison 06 2021-08-31 8.895214e-05 0.05
## 118 Trout Val-Doucet 09 2021-08-31 1.689189e-03 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.000000e+00 0.21
## 120 Pok amont 04 2021-08-31 0.000000e+00 0.10
## 121 Suggary 02 2021-10-05 0.000000e+00 0.17
## 122 Morrison 06 2021-10-05 0.000000e+00 0.06
## 123 Malt 11 2021-10-05 0.000000e+00 0.12
## 124 Sewell 08 2021-10-05 0.000000e+00 0.13
## 125 Waugh sanct. 07 2021-10-05 5.205622e-04 0.05
## 126 Dempsey 12 2021-10-05 0.000000e+00 0.09
## 127 Branche sud aval 03 2021-10-05 0.000000e+00 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.000000e+00 0.33
## 129 Pollard 10 2021-10-05 0.000000e+00 0.38
## 130 br. sud amont 01 2021-10-05 0.000000e+00 0.05
## 131 Pok amont 04 2021-10-05 8.895214e-05 0.11
## 132 Trout Val-Doucet 09 2021-10-05 1.689189e-03 0.22
## 133 Malt 11 2021-10-28 1.689189e-03 0.07
## 134 Suggary 02 2021-10-28 0.000000e+00 0.15
## 135 br. sud amont 01 2021-10-28 0.000000e+00 0.05
## 136 Morrison 06 2021-10-28 0.000000e+00 0.08
## 137 Branche sud aval 03 2021-10-28 0.000000e+00 0.07
## 138 Sewell 08 2021-10-28 0.000000e+00 0.14
## 139 Waugh sanct. 07 2021-10-28 5.205622e-04 0.05
## 140 Dempsey 12 2021-10-28 0.000000e+00 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.000000e+00 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.000000e+00 0.36
## 143 Pollard 10 2021-10-28 0.000000e+00 0.38
## 144 Pok amont 04 2021-10-28 8.895214e-05 0.13
## 145 Pollard 10 2022-07-28 0.000000e+00 0.40
## 146 Morrison 06 2022-07-28 8.895214e-05 0.08
## 147 Malt 11 2022-07-28 1.689189e-03 0.06
## 148 Suggary 02 2022-07-28 0.000000e+00 0.11
## 149 br. sud amont 01 2022-07-28 5.205622e-04 0.05
## 150 Dempsey 12 2022-07-28 0.000000e+00 0.11
## 151 Branche sud aval 03 2022-07-28 0.000000e+00 0.07
## 152 Sewell 08 2022-07-28 0.000000e+00 0.17
## 153 Waugh sanct. 07 2022-07-28 0.000000e+00 0.05
## 154 Pok amont 04 2022-07-28 0.000000e+00 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.000000e+00 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.000000e+00 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.000000e+00 0.26
## 158 Pollard 10 2022-09-01 0.000000e+00 0.53
## 159 br. sud amont 01 2022-09-01 0.000000e+00 0.05
## 160 Morrison 06 2022-09-01 8.895214e-05 0.06
## 161 Malt 11 2022-09-01 1.689189e-03 0.10
## 162 Suggary 02 2022-09-01 0.000000e+00 0.13
## 163 Waugh sanct. 07 2022-09-01 5.205622e-04 0.10
## 164 Dempsey 12 2022-09-01 0.000000e+00 0.15
## 165 Branche sud aval 03 2022-09-01 0.000000e+00 0.06
## 166 Sewell 08 2022-09-01 0.000000e+00 0.17
## 167 Pok amont 04 2022-09-01 0.000000e+00 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.000000e+00 0.12
## 169 Sewell 08 2022-10-03 0.000000e+00 0.08
## 170 Trout Val-Doucet 09 2022-10-03 1.689189e-03 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.000000e+00 0.27
## 172 Pollard 10 2022-10-03 0.000000e+00 0.50
## 173 br. sud amont 01 2022-10-03 0.000000e+00 0.06
## 174 Morrison 06 2022-10-03 8.895214e-05 0.05
## 175 Malt 11 2022-10-03 0.000000e+00 0.06
## 176 Suggary 02 2022-10-03 0.000000e+00 0.15
## 177 Waugh sanct. 07 2022-10-03 5.205622e-04 0.09
## 178 Dempsey 12 2022-10-03 0.000000e+00 0.09
## 179 Branche sud aval 03 2022-10-03 0.000000e+00 0.05
## 180 Pok amont 04 2022-10-03 0.000000e+00 0.05
## 181 Branche sud aval 03 2022-11-01 0.000000e+00 0.05
## 182 Sewell 08 2022-11-01 0.000000e+00 0.15
## 183 Pok amont 04 2022-11-01 8.895214e-05 0.07
## 184 Trout Val-Doucet 09 2022-11-01 1.689189e-03 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.000000e+00 0.25
## 186 Pollard 10 2022-11-01 0.000000e+00 0.54
## 187 br. sud amont 01 2022-11-01 0.000000e+00 0.07
## 188 Morrison 06 2022-11-01 0.000000e+00 0.09
## 189 Malt 11 2022-11-01 0.000000e+00 0.07
## 190 Suggary 02 2022-11-01 0.000000e+00 0.16
## 191 Waugh sanct. 07 2022-11-01 5.205622e-04 0.06
## 192 Dempsey 12 2022-11-01 0.000000e+00 0.11ggplot() +
#geom_point(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
# color="P1", shape="P1")) +
#geom_smooth(data=Period1, aes(x=pctREC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
# method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctREC_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctREC_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les Zones récréatives",
x=" Les Zones récréatives (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
FO: Zone forêts
# Crée la variable pourcentage
Period1$pctFO_supdrainee_1990 = Period1$FO_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctFO_supdrainee_2020 = Period1$FO_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvZone_forets_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctFO_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.8875586 11.5
## 2 Morrison 06 2001-08-01 0.9139108 10.2
## 3 Malt 11 2001-08-01 0.9001610 25.2
## 4 Suggary 02 2001-08-01 0.8677686 14.4
## 5 Waugh sanct. 07 2001-08-01 0.8745174 10.8
## 6 Dempsey 12 2001-08-01 0.8855891 20.4
## 7 Branche sud aval 03 2001-08-01 0.8623910 13.5
## 8 Sewell 08 2001-08-01 0.8037162 12.8
## 9 Pok amont 04 2001-08-01 0.7211478 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 9.0
## 12 Pollard 10 2001-08-01 0.6431718 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 9.3
## 14 Pollard 10 2001-08-28 0.6431718 12.0
## 15 br. sud amont 01 2001-08-28 0.8875586 10.0
## 16 Morrison 06 2001-08-28 0.9139108 NaN
## 17 Malt 11 2001-08-28 0.9001610 8.8
## 18 Suggary 02 2001-08-28 0.8677686 13.0
## 19 Waugh sanct. 07 2001-08-28 0.8745174 10.6
## 20 Dempsey 12 2001-08-28 0.8855891 13.5
## 21 Branche sud aval 03 2001-08-28 0.8623910 11.5
## 22 Sewell 08 2001-08-28 0.8037162 13.5
## 23 Pok amont 04 2001-08-28 0.7211478 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 10.9
## 25 Pok amont 04 2001-09-26 0.7211478 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 11.8
## 28 Pollard 10 2001-09-26 0.6431718 12.7
## 29 br. sud amont 01 2001-09-26 0.8875586 11.5
## 30 Morrison 06 2001-09-26 0.9139108 11.2
## 31 Malt 11 2001-09-26 0.9001610 9.3
## 32 Suggary 02 2001-09-26 0.8677686 12.9
## 33 Waugh sanct. 07 2001-09-26 0.8745174 10.4
## 34 Dempsey 12 2001-09-26 0.8855891 13.4
## 35 Branche sud aval 03 2001-09-26 0.8623910 12.0
## 36 Sewell 08 2001-09-26 0.8037162 12.9
## 37 Sewell 08 2001-10-31 0.8037162 1.4
## 38 Pok amont 04 2001-10-31 0.7211478 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 3.0
## 40 Morrison 06 2001-10-31 0.9139108 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 2.1
## 42 Pollard 10 2001-10-31 0.6431718 3.3
## 43 br. sud amont 01 2001-10-31 0.8875586 2.7
## 44 Dempsey 12 2001-10-31 0.8855891 3.9
## 45 Malt 11 2001-10-31 0.9001610 4.8
## 46 Suggary 02 2001-10-31 0.8677686 2.1
## 47 Waugh sanct. 07 2001-10-31 0.8745174 2.7
## 48 Branche sud aval 03 2001-10-31 0.8623910 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 17.5
## 50 Branche sud aval 03 2002-07-29 0.8623910 15.7
## 51 Sewell 08 2002-07-29 0.8037162 16.8
## 52 Pok amont 04 2002-07-29 0.7211478 13.3
## 53 br. sud amont 01 2002-07-29 0.8875586 14.7
## 54 Morrison 06 2002-07-29 0.9139108 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 17.4
## 56 Pollard 10 2002-07-29 0.6431718 17.0
## 57 Waugh sanct. 07 2002-07-29 0.8745174 16.4
## 58 Dempsey 12 2002-07-29 0.8855891 15.6
## 59 Malt 11 2002-07-29 0.9001610 14.9
## 60 Suggary 02 2002-07-29 0.8677686 17.9
## 61 Pok amont 04 2002-08-28 0.7211478 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 10.2
## 63 Dempsey 12 2002-08-28 0.8855891 13.2
## 64 Branche sud aval 03 2002-08-28 0.8623910 11.3
## 65 Sewell 08 2002-08-28 0.8037162 13.1
## 66 Pollard 10 2002-08-28 0.6431718 11.1
## 67 br. sud amont 01 2002-08-28 0.8875586 11.1
## 68 Morrison 06 2002-08-28 0.9139108 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 12.9
## 70 Suggary 02 2002-08-28 0.8677686 10.6
## 71 Waugh sanct. 07 2002-08-28 0.8745174 10.1
## 72 Malt 11 2002-08-28 0.9001610 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 10.7
## 74 Sewell 08 2002-10-02 0.8037162 12.7
## 75 Pok amont 04 2002-10-02 0.7211478 7.8
## 76 Waugh sanct. 07 2002-10-02 0.8745174 10.7
## 77 Dempsey 12 2002-10-02 0.8855891 11.1
## 78 Branche sud aval 03 2002-10-02 0.8623910 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 12.9
## 80 Pollard 10 2002-10-02 0.6431718 10.8
## 81 br. sud amont 01 2002-10-02 0.8875586 11.0
## 82 Morrison 06 2002-10-02 0.9139108 10.5
## 83 Malt 11 2002-10-02 0.9001610 7.8
## 84 Suggary 02 2002-10-02 0.8677686 10.3
## 85 Pok amont 04 2002-10-31 0.7211478 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 2.7
## 87 Branche sud aval 03 2002-10-31 0.8623910 NaN
## 88 Sewell 08 2002-10-31 0.8037162 1.6
## 89 Suggary 02 2002-10-31 0.8677686 2.7
## 90 Waugh sanct. 07 2002-10-31 0.8745174 2.7
## 91 Dempsey 12 2002-10-31 0.8855891 3.3
## 92 Morrison 06 2002-10-31 0.9139108 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 2.3
## 94 Pollard 10 2002-10-31 0.6431718 2.7
## 95 br. sud amont 01 2002-10-31 0.8875586 2.5
## 96 Malt 11 2002-10-31 0.9001610 4.4subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctFO_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.8511192 11.5
## 98 Dempsey 12 2021-07-28 0.9154856 16.1
## 99 Branche sud aval 03 2021-07-28 0.8878154 15.5
## 100 Sewell 08 2021-07-28 0.9101240 14.2
## 101 Waugh sanct. 07 2021-07-28 0.8362934 12.1
## 102 br. sud amont 01 2021-07-28 0.8549172 14.0
## 103 Morrison 06 2021-07-28 0.7947874 15.7
## 104 Malt 11 2021-07-28 0.8016892 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 16.9
## 106 Pollard 10 2021-07-28 0.7773585 14.6
## 107 Pok amont 04 2021-07-28 0.6323792 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 11.9
## 109 Malt 11 2021-08-31 0.7773585 12.0
## 110 Suggary 02 2021-08-31 0.6417034 11.0
## 111 Waugh sanct. 07 2021-08-31 0.8511192 12.8
## 112 Dempsey 12 2021-08-31 0.9154856 15.0
## 113 Branche sud aval 03 2021-08-31 0.8878154 15.0
## 114 Sewell 08 2021-08-31 0.9101240 14.6
## 115 Pollard 10 2021-08-31 0.8362934 15.7
## 116 br. sud amont 01 2021-08-31 0.8549172 13.7
## 117 Morrison 06 2021-08-31 0.7947874 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 16.4
## 120 Pok amont 04 2021-08-31 0.6323792 10.8
## 121 Suggary 02 2021-10-05 0.6512789 6.3
## 122 Morrison 06 2021-10-05 0.7773585 7.0
## 123 Malt 11 2021-10-05 0.6323792 8.5
## 124 Sewell 08 2021-10-05 0.6417034 8.0
## 125 Waugh sanct. 07 2021-10-05 0.8511192 9.0
## 126 Dempsey 12 2021-10-05 0.9154856 8.7
## 127 Branche sud aval 03 2021-10-05 0.8878154 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 7.9
## 129 Pollard 10 2021-10-05 0.8362934 8.7
## 130 br. sud amont 01 2021-10-05 0.8549172 7.3
## 131 Pok amont 04 2021-10-05 0.7947874 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 6.4
## 133 Malt 11 2021-10-28 0.8016892 7.1
## 134 Suggary 02 2021-10-28 0.6512789 6.7
## 135 br. sud amont 01 2021-10-28 0.7773585 7.0
## 136 Morrison 06 2021-10-28 0.9154856 6.4
## 137 Branche sud aval 03 2021-10-28 0.6323792 6.7
## 138 Sewell 08 2021-10-28 0.6417034 7.4
## 139 Waugh sanct. 07 2021-10-28 0.8511192 7.3
## 140 Dempsey 12 2021-10-28 0.8549172 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 7.2
## 143 Pollard 10 2021-10-28 0.8362934 7.5
## 144 Pok amont 04 2021-10-28 0.7947874 7.2
## 145 Pollard 10 2022-07-28 0.7773585 14.2
## 146 Morrison 06 2022-07-28 0.7947874 13.3
## 147 Malt 11 2022-07-28 0.8016892 12.9
## 148 Suggary 02 2022-07-28 0.6512789 11.4
## 149 br. sud amont 01 2022-07-28 0.8511192 14.9
## 150 Dempsey 12 2022-07-28 0.9154856 15.3
## 151 Branche sud aval 03 2022-07-28 0.6323792 15.5
## 152 Sewell 08 2022-07-28 0.6417034 15.1
## 153 Waugh sanct. 07 2022-07-28 0.8362934 13.1
## 154 Pok amont 04 2022-07-28 0.8549172 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 16.2
## 158 Pollard 10 2022-09-01 0.7773585 15.1
## 159 br. sud amont 01 2022-09-01 0.8549172 14.8
## 160 Morrison 06 2022-09-01 0.7947874 15.0
## 161 Malt 11 2022-09-01 0.8016892 12.3
## 162 Suggary 02 2022-09-01 0.6417034 11.9
## 163 Waugh sanct. 07 2022-09-01 0.8511192 14.0
## 164 Dempsey 12 2022-09-01 0.9154856 15.0
## 165 Branche sud aval 03 2022-09-01 0.6323792 16.2
## 166 Sewell 08 2022-09-01 0.9101240 15.9
## 167 Pok amont 04 2022-09-01 0.8362934 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 12.9
## 169 Sewell 08 2022-10-03 0.7773585 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 6.5
## 172 Pollard 10 2022-10-03 0.8362934 6.5
## 173 br. sud amont 01 2022-10-03 0.8549172 5.6
## 174 Morrison 06 2022-10-03 0.7947874 4.7
## 175 Malt 11 2022-10-03 0.6323792 7.9
## 176 Suggary 02 2022-10-03 0.6417034 4.5
## 177 Waugh sanct. 07 2022-10-03 0.8511192 6.3
## 178 Dempsey 12 2022-10-03 0.9154856 6.0
## 179 Branche sud aval 03 2022-10-03 0.8878154 6.2
## 180 Pok amont 04 2022-10-03 0.9101240 6.5
## 181 Branche sud aval 03 2022-11-01 0.6512789 6.5
## 182 Sewell 08 2022-11-01 0.7773585 7.1
## 183 Pok amont 04 2022-11-01 0.7947874 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 7.4
## 186 Pollard 10 2022-11-01 0.8362934 8.0
## 187 br. sud amont 01 2022-11-01 0.8549172 7.0
## 188 Morrison 06 2022-11-01 0.9154856 5.9
## 189 Malt 11 2022-11-01 0.6323792 7.6
## 190 Suggary 02 2022-11-01 0.6417034 6.5
## 191 Waugh sanct. 07 2022-11-01 0.8511192 7.3
## 192 Dempsey 12 2022-11-01 0.8878154 7.8ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_forets_vs_oxygène
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctFO_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.8875586 11.30
## 2 Morrison 06 2001-08-01 0.9139108 10.60
## 3 Malt 11 2001-08-01 0.9001610 11.80
## 4 Suggary 02 2001-08-01 0.8677686 10.50
## 5 Waugh sanct. 07 2001-08-01 0.8745174 10.40
## 6 Dempsey 12 2001-08-01 0.8855891 8.10
## 7 Branche sud aval 03 2001-08-01 0.8623910 11.00
## 8 Sewell 08 2001-08-01 0.8037162 11.10
## 9 Pok amont 04 2001-08-01 0.7211478 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 12.10
## 12 Pollard 10 2001-08-01 0.6431718 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 10.60
## 14 Pollard 10 2001-08-28 0.6431718 9.60
## 15 br. sud amont 01 2001-08-28 0.8875586 10.12
## 16 Morrison 06 2001-08-28 0.9139108 NaN
## 17 Malt 11 2001-08-28 0.9001610 10.60
## 18 Suggary 02 2001-08-28 0.8677686 9.45
## 19 Waugh sanct. 07 2001-08-28 0.8745174 10.00
## 20 Dempsey 12 2001-08-28 0.8855891 8.80
## 21 Branche sud aval 03 2001-08-28 0.8623910 10.00
## 22 Sewell 08 2001-08-28 0.8037162 9.40
## 23 Pok amont 04 2001-08-28 0.7211478 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 10.00
## 25 Pok amont 04 2001-09-26 0.7211478 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 8.51
## 28 Pollard 10 2001-09-26 0.6431718 8.40
## 29 br. sud amont 01 2001-09-26 0.8875586 8.50
## 30 Morrison 06 2001-09-26 0.9139108 8.60
## 31 Malt 11 2001-09-26 0.9001610 9.00
## 32 Suggary 02 2001-09-26 0.8677686 8.44
## 33 Waugh sanct. 07 2001-09-26 0.8745174 8.62
## 34 Dempsey 12 2001-09-26 0.8855891 8.30
## 35 Branche sud aval 03 2001-09-26 0.8623910 9.20
## 36 Sewell 08 2001-09-26 0.8037162 7.92
## 37 Sewell 08 2001-10-31 0.8037162 7.70
## 38 Pok amont 04 2001-10-31 0.7211478 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 9.46
## 40 Morrison 06 2001-10-31 0.9139108 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 8.70
## 42 Pollard 10 2001-10-31 0.6431718 8.85
## 43 br. sud amont 01 2001-10-31 0.8875586 7.80
## 44 Dempsey 12 2001-10-31 0.8855891 8.43
## 45 Malt 11 2001-10-31 0.9001610 9.20
## 46 Suggary 02 2001-10-31 0.8677686 7.30
## 47 Waugh sanct. 07 2001-10-31 0.8745174 8.00
## 48 Branche sud aval 03 2001-10-31 0.8623910 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 8.01
## 50 Branche sud aval 03 2002-07-29 0.8623910 8.50
## 51 Sewell 08 2002-07-29 0.8037162 7.60
## 52 Pok amont 04 2002-07-29 0.7211478 8.17
## 53 br. sud amont 01 2002-07-29 0.8875586 8.65
## 54 Morrison 06 2002-07-29 0.9139108 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 7.10
## 56 Pollard 10 2002-07-29 0.6431718 7.45
## 57 Waugh sanct. 07 2002-07-29 0.8745174 7.90
## 58 Dempsey 12 2002-07-29 0.8855891 8.30
## 59 Malt 11 2002-07-29 0.9001610 8.90
## 60 Suggary 02 2002-07-29 0.8677686 8.20
## 61 Pok amont 04 2002-08-28 0.7211478 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 9.46
## 63 Dempsey 12 2002-08-28 0.8855891 8.20
## 64 Branche sud aval 03 2002-08-28 0.8623910 10.41
## 65 Sewell 08 2002-08-28 0.8037162 9.80
## 66 Pollard 10 2002-08-28 0.6431718 9.02
## 67 br. sud amont 01 2002-08-28 0.8875586 10.20
## 68 Morrison 06 2002-08-28 0.9139108 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 11.05
## 70 Suggary 02 2002-08-28 0.8677686 11.24
## 71 Waugh sanct. 07 2002-08-28 0.8745174 10.00
## 72 Malt 11 2002-08-28 0.9001610 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 4.42
## 74 Sewell 08 2002-10-02 0.8037162 6.84
## 75 Pok amont 04 2002-10-02 0.7211478 7.20
## 76 Waugh sanct. 07 2002-10-02 0.8745174 6.10
## 77 Dempsey 12 2002-10-02 0.8855891 5.70
## 78 Branche sud aval 03 2002-10-02 0.8623910 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 7.49
## 80 Pollard 10 2002-10-02 0.6431718 6.80
## 81 br. sud amont 01 2002-10-02 0.8875586 7.16
## 82 Morrison 06 2002-10-02 0.9139108 7.60
## 83 Malt 11 2002-10-02 0.9001610 6.40
## 84 Suggary 02 2002-10-02 0.8677686 8.08
## 85 Pok amont 04 2002-10-31 0.7211478 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 8.50
## 87 Branche sud aval 03 2002-10-31 0.8623910 NaN
## 88 Sewell 08 2002-10-31 0.8037162 8.30
## 89 Suggary 02 2002-10-31 0.8677686 8.60
## 90 Waugh sanct. 07 2002-10-31 0.8745174 7.00
## 91 Dempsey 12 2002-10-31 0.8855891 7.40
## 92 Morrison 06 2002-10-31 0.9139108 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 7.60
## 94 Pollard 10 2002-10-31 0.6431718 7.60
## 95 br. sud amont 01 2002-10-31 0.8875586 8.20
## 96 Malt 11 2002-10-31 0.9001610 8.00subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctFO_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.8511192 9.68
## 98 Dempsey 12 2021-07-28 0.9154856 9.38
## 99 Branche sud aval 03 2021-07-28 0.8878154 8.51
## 100 Sewell 08 2021-07-28 0.9101240 9.29
## 101 Waugh sanct. 07 2021-07-28 0.8362934 9.84
## 102 br. sud amont 01 2021-07-28 0.8549172 8.43
## 103 Morrison 06 2021-07-28 0.7947874 9.04
## 104 Malt 11 2021-07-28 0.8016892 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 8.70
## 106 Pollard 10 2021-07-28 0.7773585 9.81
## 107 Pok amont 04 2021-07-28 0.6323792 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 10.29
## 109 Malt 11 2021-08-31 0.7773585 11.07
## 110 Suggary 02 2021-08-31 0.6417034 10.16
## 111 Waugh sanct. 07 2021-08-31 0.8511192 10.03
## 112 Dempsey 12 2021-08-31 0.9154856 9.51
## 113 Branche sud aval 03 2021-08-31 0.8878154 8.83
## 114 Sewell 08 2021-08-31 0.9101240 8.18
## 115 Pollard 10 2021-08-31 0.8362934 8.15
## 116 br. sud amont 01 2021-08-31 0.8549172 7.94
## 117 Morrison 06 2021-08-31 0.7947874 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 8.54
## 120 Pok amont 04 2021-08-31 0.6323792 8.70
## 121 Suggary 02 2021-10-05 0.6512789 12.14
## 122 Morrison 06 2021-10-05 0.7773585 11.19
## 123 Malt 11 2021-10-05 0.6323792 10.27
## 124 Sewell 08 2021-10-05 0.6417034 11.17
## 125 Waugh sanct. 07 2021-10-05 0.8511192 10.42
## 126 Dempsey 12 2021-10-05 0.9154856 10.86
## 127 Branche sud aval 03 2021-10-05 0.8878154 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 10.87
## 129 Pollard 10 2021-10-05 0.8362934 11.29
## 130 br. sud amont 01 2021-10-05 0.8549172 10.74
## 131 Pok amont 04 2021-10-05 0.7947874 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 11.40
## 133 Malt 11 2021-10-28 0.8016892 10.50
## 134 Suggary 02 2021-10-28 0.6512789 11.68
## 135 br. sud amont 01 2021-10-28 0.7773585 10.93
## 136 Morrison 06 2021-10-28 0.9154856 11.66
## 137 Branche sud aval 03 2021-10-28 0.6323792 11.22
## 138 Sewell 08 2021-10-28 0.6417034 11.44
## 139 Waugh sanct. 07 2021-10-28 0.8511192 10.96
## 140 Dempsey 12 2021-10-28 0.8549172 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 10.41
## 143 Pollard 10 2021-10-28 0.8362934 10.54
## 144 Pok amont 04 2021-10-28 0.7947874 10.80
## 145 Pollard 10 2022-07-28 0.7773585 10.75
## 146 Morrison 06 2022-07-28 0.7947874 10.00
## 147 Malt 11 2022-07-28 0.8016892 11.60
## 148 Suggary 02 2022-07-28 0.6512789 11.40
## 149 br. sud amont 01 2022-07-28 0.8511192 8.64
## 150 Dempsey 12 2022-07-28 0.9154856 9.34
## 151 Branche sud aval 03 2022-07-28 0.6323792 9.55
## 152 Sewell 08 2022-07-28 0.6417034 9.50
## 153 Waugh sanct. 07 2022-07-28 0.8362934 9.90
## 154 Pok amont 04 2022-07-28 0.8549172 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 9.19
## 158 Pollard 10 2022-09-01 0.7773585 10.25
## 159 br. sud amont 01 2022-09-01 0.8549172 8.28
## 160 Morrison 06 2022-09-01 0.7947874 9.52
## 161 Malt 11 2022-09-01 0.8016892 11.08
## 162 Suggary 02 2022-09-01 0.6417034 10.24
## 163 Waugh sanct. 07 2022-09-01 0.8511192 9.22
## 164 Dempsey 12 2022-09-01 0.9154856 9.44
## 165 Branche sud aval 03 2022-09-01 0.6323792 8.95
## 166 Sewell 08 2022-09-01 0.9101240 9.02
## 167 Pok amont 04 2022-09-01 0.8362934 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 10.06
## 169 Sewell 08 2022-10-03 0.7773585 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 12.20
## 172 Pollard 10 2022-10-03 0.8362934 13.04
## 173 br. sud amont 01 2022-10-03 0.8549172 11.04
## 174 Morrison 06 2022-10-03 0.7947874 12.92
## 175 Malt 11 2022-10-03 0.6323792 12.67
## 176 Suggary 02 2022-10-03 0.6417034 13.13
## 177 Waugh sanct. 07 2022-10-03 0.8511192 12.07
## 178 Dempsey 12 2022-10-03 0.9154856 11.87
## 179 Branche sud aval 03 2022-10-03 0.8878154 12.21
## 180 Pok amont 04 2022-10-03 0.9101240 10.04
## 181 Branche sud aval 03 2022-11-01 0.6512789 12.07
## 182 Sewell 08 2022-11-01 0.7773585 12.13
## 183 Pok amont 04 2022-11-01 0.7947874 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 11.17
## 186 Pollard 10 2022-11-01 0.8362934 10.85
## 187 br. sud amont 01 2022-11-01 0.8549172 11.78
## 188 Morrison 06 2022-11-01 0.9154856 12.66
## 189 Malt 11 2022-11-01 0.6323792 11.63
## 190 Suggary 02 2022-11-01 0.6417034 12.35
## 191 Waugh sanct. 07 2022-11-01 0.8511192 9.42
## 192 Dempsey 12 2022-11-01 0.8878154 11.07ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'Oxygène dissous et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Zone_forets_vs_Conductivités
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctFO_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.8875586 171.0
## 2 Morrison 06 2001-08-01 0.9139108 114.0
## 3 Malt 11 2001-08-01 0.9001610 108.0
## 4 Suggary 02 2001-08-01 0.8677686 118.0
## 5 Waugh sanct. 07 2001-08-01 0.8745174 133.0
## 6 Dempsey 12 2001-08-01 0.8855891 128.0
## 7 Branche sud aval 03 2001-08-01 0.8623910 115.0
## 8 Sewell 08 2001-08-01 0.8037162 134.0
## 9 Pok amont 04 2001-08-01 0.7211478 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 100.0
## 12 Pollard 10 2001-08-01 0.6431718 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 105.0
## 14 Pollard 10 2001-08-28 0.6431718 162.0
## 15 br. sud amont 01 2001-08-28 0.8875586 177.0
## 16 Morrison 06 2001-08-28 0.9139108 115.0
## 17 Malt 11 2001-08-28 0.9001610 90.3
## 18 Suggary 02 2001-08-28 0.8677686 119.0
## 19 Waugh sanct. 07 2001-08-28 0.8745174 132.0
## 20 Dempsey 12 2001-08-28 0.8855891 129.0
## 21 Branche sud aval 03 2001-08-28 0.8623910 113.0
## 22 Sewell 08 2001-08-28 0.8037162 150.0
## 23 Pok amont 04 2001-08-28 0.7211478 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 112.0
## 25 Pok amont 04 2001-09-26 0.7211478 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 111.0
## 28 Pollard 10 2001-09-26 0.6431718 153.5
## 29 br. sud amont 01 2001-09-26 0.8875586 158.0
## 30 Morrison 06 2001-09-26 0.9139108 117.0
## 31 Malt 11 2001-09-26 0.9001610 97.7
## 32 Suggary 02 2001-09-26 0.8677686 139.0
## 33 Waugh sanct. 07 2001-09-26 0.8745174 136.0
## 34 Dempsey 12 2001-09-26 0.8855891 137.0
## 35 Branche sud aval 03 2001-09-26 0.8623910 123.0
## 36 Sewell 08 2001-09-26 0.8037162 173.0
## 37 Sewell 08 2001-10-31 0.8037162 111.0
## 38 Pok amont 04 2001-10-31 0.7211478 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 112.0
## 40 Morrison 06 2001-10-31 0.9139108 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 87.2
## 42 Pollard 10 2001-10-31 0.6431718 164.0
## 43 br. sud amont 01 2001-10-31 0.8875586 162.0
## 44 Dempsey 12 2001-10-31 0.8855891 128.0
## 45 Malt 11 2001-10-31 0.9001610 98.8
## 46 Suggary 02 2001-10-31 0.8677686 120.0
## 47 Waugh sanct. 07 2001-10-31 0.8745174 102.0
## 48 Branche sud aval 03 2001-10-31 0.8623910 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 112.0
## 50 Branche sud aval 03 2002-07-29 0.8623910 116.0
## 51 Sewell 08 2002-07-29 0.8037162 139.0
## 52 Pok amont 04 2002-07-29 0.7211478 57.1
## 53 br. sud amont 01 2002-07-29 0.8875586 148.0
## 54 Morrison 06 2002-07-29 0.9139108 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 105.0
## 56 Pollard 10 2002-07-29 0.6431718 162.0
## 57 Waugh sanct. 07 2002-07-29 0.8745174 133.0
## 58 Dempsey 12 2002-07-29 0.8855891 143.0
## 59 Malt 11 2002-07-29 0.9001610 96.6
## 60 Suggary 02 2002-07-29 0.8677686 110.0
## 61 Pok amont 04 2002-08-28 0.7211478 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 115.0
## 63 Dempsey 12 2002-08-28 0.8855891 144.0
## 64 Branche sud aval 03 2002-08-28 0.8623910 121.0
## 65 Sewell 08 2002-08-28 0.8037162 168.0
## 66 Pollard 10 2002-08-28 0.6431718 164.0
## 67 br. sud amont 01 2002-08-28 0.8875586 185.0
## 68 Morrison 06 2002-08-28 0.9139108 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 111.0
## 70 Suggary 02 2002-08-28 0.8677686 110.5
## 71 Waugh sanct. 07 2002-08-28 0.8745174 135.0
## 72 Malt 11 2002-08-28 0.9001610 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 120.0
## 74 Sewell 08 2002-10-02 0.8037162 158.0
## 75 Pok amont 04 2002-10-02 0.7211478 69.4
## 76 Waugh sanct. 07 2002-10-02 0.8745174 148.0
## 77 Dempsey 12 2002-10-02 0.8855891 145.0
## 78 Branche sud aval 03 2002-10-02 0.8623910 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 108.0
## 80 Pollard 10 2002-10-02 0.6431718 176.0
## 81 br. sud amont 01 2002-10-02 0.8875586 194.0
## 82 Morrison 06 2002-10-02 0.9139108 128.0
## 83 Malt 11 2002-10-02 0.9001610 106.0
## 84 Suggary 02 2002-10-02 0.8677686 114.0
## 85 Pok amont 04 2002-10-31 0.7211478 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 122.0
## 87 Branche sud aval 03 2002-10-31 0.8623910 126.0
## 88 Sewell 08 2002-10-31 0.8037162 120.0
## 89 Suggary 02 2002-10-31 0.8677686 118.0
## 90 Waugh sanct. 07 2002-10-31 0.8745174 129.0
## 91 Dempsey 12 2002-10-31 0.8855891 141.0
## 92 Morrison 06 2002-10-31 0.9139108 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 103.0
## 94 Pollard 10 2002-10-31 0.6431718 176.0
## 95 br. sud amont 01 2002-10-31 0.8875586 175.5
## 96 Malt 11 2002-10-31 0.9001610 107.0subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctFO_supdrainee_2020 Conductivity_microS_cm
## 97 Suggary 02 2021-07-28 0.8511192 109
## 98 Dempsey 12 2021-07-28 0.9154856 139
## 99 Branche sud aval 03 2021-07-28 0.8878154 119
## 100 Sewell 08 2021-07-28 0.9101240 131
## 101 Waugh sanct. 07 2021-07-28 0.8362934 128
## 102 br. sud amont 01 2021-07-28 0.8549172 177
## 103 Morrison 06 2021-07-28 0.7947874 122
## 104 Malt 11 2021-07-28 0.8016892 90
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 115
## 106 Pollard 10 2021-07-28 0.7773585 166
## 107 Pok amont 04 2021-07-28 0.6323792 60
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 109
## 109 Malt 11 2021-08-31 0.7773585 96
## 110 Suggary 02 2021-08-31 0.6417034 116
## 111 Waugh sanct. 07 2021-08-31 0.8511192 138
## 112 Dempsey 12 2021-08-31 0.9154856 152
## 113 Branche sud aval 03 2021-08-31 0.8878154 125
## 114 Sewell 08 2021-08-31 0.9101240 161
## 115 Pollard 10 2021-08-31 0.8362934 196
## 116 br. sud amont 01 2021-08-31 0.8549172 199
## 117 Morrison 06 2021-08-31 0.7947874 129
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 118
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 114
## 120 Pok amont 04 2021-08-31 0.6323792 70
## 121 Suggary 02 2021-10-05 0.6512789 98
## 122 Morrison 06 2021-10-05 0.7773585 114
## 123 Malt 11 2021-10-05 0.6323792 74
## 124 Sewell 08 2021-10-05 0.6417034 72
## 125 Waugh sanct. 07 2021-10-05 0.8511192 70
## 126 Dempsey 12 2021-10-05 0.9154856 96
## 127 Branche sud aval 03 2021-10-05 0.8878154 86
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 90
## 129 Pollard 10 2021-10-05 0.8362934 128
## 130 br. sud amont 01 2021-10-05 0.8549172 91
## 131 Pok amont 04 2021-10-05 0.7947874 52
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 95
## 133 Malt 11 2021-10-28 0.8016892 80
## 134 Suggary 02 2021-10-28 0.6512789 100
## 135 br. sud amont 01 2021-10-28 0.7773585 114
## 136 Morrison 06 2021-10-28 0.9154856 118
## 137 Branche sud aval 03 2021-10-28 0.6323792 97
## 138 Sewell 08 2021-10-28 0.6417034 81
## 139 Waugh sanct. 07 2021-10-28 0.8511192 88
## 140 Dempsey 12 2021-10-28 0.8549172 113
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 102
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 97
## 143 Pollard 10 2021-10-28 0.8362934 139
## 144 Pok amont 04 2021-10-28 0.7947874 54
## 145 Pollard 10 2022-07-28 0.7773585 163
## 146 Morrison 06 2022-07-28 0.7947874 119
## 147 Malt 11 2022-07-28 0.8016892 88
## 148 Suggary 02 2022-07-28 0.6512789 107
## 149 br. sud amont 01 2022-07-28 0.8511192 161
## 150 Dempsey 12 2022-07-28 0.9154856 134
## 151 Branche sud aval 03 2022-07-28 0.6323792 113
## 152 Sewell 08 2022-07-28 0.6417034 113
## 153 Waugh sanct. 07 2022-07-28 0.8362934 126
## 154 Pok amont 04 2022-07-28 0.8549172 59
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 108
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 113
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 107
## 158 Pollard 10 2022-09-01 0.7773585 178
## 159 br. sud amont 01 2022-09-01 0.8549172 180
## 160 Morrison 06 2022-09-01 0.7947874 117
## 161 Malt 11 2022-09-01 0.8016892 88
## 162 Suggary 02 2022-09-01 0.6417034 104
## 163 Waugh sanct. 07 2022-09-01 0.8511192 114
## 164 Dempsey 12 2022-09-01 0.9154856 137
## 165 Branche sud aval 03 2022-09-01 0.6323792 117
## 166 Sewell 08 2022-09-01 0.9101240 116
## 167 Pok amont 04 2022-09-01 0.8362934 63
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 108
## 169 Sewell 08 2022-10-03 0.7773585 114
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 113
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 94
## 172 Pollard 10 2022-10-03 0.8362934 179
## 173 br. sud amont 01 2022-10-03 0.8549172 182
## 174 Morrison 06 2022-10-03 0.7947874 120
## 175 Malt 11 2022-10-03 0.6323792 95
## 176 Suggary 02 2022-10-03 0.6417034 107
## 177 Waugh sanct. 07 2022-10-03 0.8511192 114
## 178 Dempsey 12 2022-10-03 0.9154856 143
## 179 Branche sud aval 03 2022-10-03 0.8878154 118
## 180 Pok amont 04 2022-10-03 0.9101240 64
## 181 Branche sud aval 03 2022-11-01 0.6512789 112
## 182 Sewell 08 2022-11-01 0.7773585 92
## 183 Pok amont 04 2022-11-01 0.7947874 69
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 112
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 92
## 186 Pollard 10 2022-11-01 0.8362934 177
## 187 br. sud amont 01 2022-11-01 0.8549172 144
## 188 Morrison 06 2022-11-01 0.9154856 125
## 189 Malt 11 2022-11-01 0.6323792 91
## 190 Suggary 02 2022-11-01 0.6417034 108
## 191 Waugh sanct. 07 2022-11-01 0.8511192 92
## 192 Dempsey 12 2022-11-01 0.8878154 136ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_forets_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,pH_units))## Station2 Date pctFO_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.8875586 8.200
## 2 Morrison 06 2001-08-01 0.9139108 7.950
## 3 Malt 11 2001-08-01 0.9001610 7.860
## 4 Suggary 02 2001-08-01 0.8677686 8.020
## 5 Waugh sanct. 07 2001-08-01 0.8745174 7.970
## 6 Dempsey 12 2001-08-01 0.8855891 7.960
## 7 Branche sud aval 03 2001-08-01 0.8623910 8.030
## 8 Sewell 08 2001-08-01 0.8037162 8.020
## 9 Pok amont 04 2001-08-01 0.7211478 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 7.860
## 12 Pollard 10 2001-08-01 0.6431718 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 7.910
## 14 Pollard 10 2001-08-28 0.6431718 7.860
## 15 br. sud amont 01 2001-08-28 0.8875586 7.980
## 16 Morrison 06 2001-08-28 0.9139108 7.940
## 17 Malt 11 2001-08-28 0.9001610 7.460
## 18 Suggary 02 2001-08-28 0.8677686 7.880
## 19 Waugh sanct. 07 2001-08-28 0.8745174 7.890
## 20 Dempsey 12 2001-08-28 0.8855891 7.760
## 21 Branche sud aval 03 2001-08-28 0.8623910 7.890
## 22 Sewell 08 2001-08-28 0.8037162 7.900
## 23 Pok amont 04 2001-08-28 0.7211478 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 7.770
## 25 Pok amont 04 2001-09-26 0.7211478 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 7.870
## 28 Pollard 10 2001-09-26 0.6431718 7.850
## 29 br. sud amont 01 2001-09-26 0.8875586 8.050
## 30 Morrison 06 2001-09-26 0.9139108 8.020
## 31 Malt 11 2001-09-26 0.9001610 7.710
## 32 Suggary 02 2001-09-26 0.8677686 8.080
## 33 Waugh sanct. 07 2001-09-26 0.8745174 8.020
## 34 Dempsey 12 2001-09-26 0.8855891 7.950
## 35 Branche sud aval 03 2001-09-26 0.8623910 8.040
## 36 Sewell 08 2001-09-26 0.8037162 8.060
## 37 Sewell 08 2001-10-31 0.8037162 7.740
## 38 Pok amont 04 2001-10-31 0.7211478 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 7.950
## 40 Morrison 06 2001-10-31 0.9139108 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 7.500
## 42 Pollard 10 2001-10-31 0.6431718 7.870
## 43 br. sud amont 01 2001-10-31 0.8875586 7.960
## 44 Dempsey 12 2001-10-31 0.8855891 7.820
## 45 Malt 11 2001-10-31 0.9001610 7.530
## 46 Suggary 02 2001-10-31 0.8677686 7.650
## 47 Waugh sanct. 07 2001-10-31 0.8745174 7.410
## 48 Branche sud aval 03 2001-10-31 0.8623910 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 7.840
## 50 Branche sud aval 03 2002-07-29 0.8623910 7.870
## 51 Sewell 08 2002-07-29 0.8037162 7.840
## 52 Pok amont 04 2002-07-29 0.7211478 7.180
## 53 br. sud amont 01 2002-07-29 0.8875586 7.840
## 54 Morrison 06 2002-07-29 0.9139108 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 7.580
## 56 Pollard 10 2002-07-29 0.6431718 7.730
## 57 Waugh sanct. 07 2002-07-29 0.8745174 7.700
## 58 Dempsey 12 2002-07-29 0.8855891 7.755
## 59 Malt 11 2002-07-29 0.9001610 7.420
## 60 Suggary 02 2002-07-29 0.8677686 7.740
## 61 Pok amont 04 2002-08-28 0.7211478 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 7.800
## 63 Dempsey 12 2002-08-28 0.8855891 7.690
## 64 Branche sud aval 03 2002-08-28 0.8623910 7.850
## 65 Sewell 08 2002-08-28 0.8037162 7.920
## 66 Pollard 10 2002-08-28 0.6431718 7.730
## 67 br. sud amont 01 2002-08-28 0.8875586 8.070
## 68 Morrison 06 2002-08-28 0.9139108 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 7.790
## 70 Suggary 02 2002-08-28 0.8677686 7.815
## 71 Waugh sanct. 07 2002-08-28 0.8745174 7.750
## 72 Malt 11 2002-08-28 0.9001610 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 7.830
## 74 Sewell 08 2002-10-02 0.8037162 7.820
## 75 Pok amont 04 2002-10-02 0.7211478 7.270
## 76 Waugh sanct. 07 2002-10-02 0.8745174 7.760
## 77 Dempsey 12 2002-10-02 0.8855891 7.640
## 78 Branche sud aval 03 2002-10-02 0.8623910 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 7.650
## 80 Pollard 10 2002-10-02 0.6431718 7.720
## 81 br. sud amont 01 2002-10-02 0.8875586 7.970
## 82 Morrison 06 2002-10-02 0.9139108 7.890
## 83 Malt 11 2002-10-02 0.9001610 7.380
## 84 Suggary 02 2002-10-02 0.8677686 7.830
## 85 Pok amont 04 2002-10-31 0.7211478 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 7.820
## 87 Branche sud aval 03 2002-10-31 0.8623910 NaN
## 88 Sewell 08 2002-10-31 0.8037162 7.550
## 89 Suggary 02 2002-10-31 0.8677686 7.770
## 90 Waugh sanct. 07 2002-10-31 0.8745174 7.580
## 91 Dempsey 12 2002-10-31 0.8855891 7.690
## 92 Morrison 06 2002-10-31 0.9139108 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 7.440
## 94 Pollard 10 2002-10-31 0.6431718 7.780
## 95 br. sud amont 01 2002-10-31 0.8875586 7.865
## 96 Malt 11 2002-10-31 0.9001610 7.560subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,pH_units))## Station2 Date pctFO_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.8511192 7.5
## 98 Dempsey 12 2021-07-28 0.9154856 7.6
## 99 Branche sud aval 03 2021-07-28 0.8878154 7.6
## 100 Sewell 08 2021-07-28 0.9101240 7.7
## 101 Waugh sanct. 07 2021-07-28 0.8362934 7.6
## 102 br. sud amont 01 2021-07-28 0.8549172 7.6
## 103 Morrison 06 2021-07-28 0.7947874 7.4
## 104 Malt 11 2021-07-28 0.8016892 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 7.6
## 106 Pollard 10 2021-07-28 0.7773585 7.6
## 107 Pok amont 04 2021-07-28 0.6323792 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 7.6
## 109 Malt 11 2021-08-31 0.7773585 7.3
## 110 Suggary 02 2021-08-31 0.6417034 7.6
## 111 Waugh sanct. 07 2021-08-31 0.8511192 7.8
## 112 Dempsey 12 2021-08-31 0.9154856 7.6
## 113 Branche sud aval 03 2021-08-31 0.8878154 7.8
## 114 Sewell 08 2021-08-31 0.9101240 7.8
## 115 Pollard 10 2021-08-31 0.8362934 7.8
## 116 br. sud amont 01 2021-08-31 0.8549172 7.5
## 117 Morrison 06 2021-08-31 0.7947874 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 7.7
## 120 Pok amont 04 2021-08-31 0.6323792 7.1
## 121 Suggary 02 2021-10-05 0.6512789 7.6
## 122 Morrison 06 2021-10-05 0.7773585 7.1
## 123 Malt 11 2021-10-05 0.6323792 7.1
## 124 Sewell 08 2021-10-05 0.6417034 7.5
## 125 Waugh sanct. 07 2021-10-05 0.8511192 7.2
## 126 Dempsey 12 2021-10-05 0.9154856 7.3
## 127 Branche sud aval 03 2021-10-05 0.8878154 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 7.4
## 129 Pollard 10 2021-10-05 0.8362934 7.5
## 130 br. sud amont 01 2021-10-05 0.8549172 7.2
## 131 Pok amont 04 2021-10-05 0.7947874 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 7.2
## 133 Malt 11 2021-10-28 0.8016892 7.0
## 134 Suggary 02 2021-10-28 0.6512789 7.6
## 135 br. sud amont 01 2021-10-28 0.7773585 7.5
## 136 Morrison 06 2021-10-28 0.9154856 7.6
## 137 Branche sud aval 03 2021-10-28 0.6323792 7.6
## 138 Sewell 08 2021-10-28 0.6417034 7.5
## 139 Waugh sanct. 07 2021-10-28 0.8511192 7.5
## 140 Dempsey 12 2021-10-28 0.8549172 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 7.5
## 143 Pollard 10 2021-10-28 0.8362934 7.7
## 144 Pok amont 04 2021-10-28 0.7947874 7.5
## 145 Pollard 10 2022-07-28 0.7773585 7.7
## 146 Morrison 06 2022-07-28 0.7947874 7.8
## 147 Malt 11 2022-07-28 0.8016892 7.6
## 148 Suggary 02 2022-07-28 0.6512789 7.7
## 149 br. sud amont 01 2022-07-28 0.8511192 7.9
## 150 Dempsey 12 2022-07-28 0.9154856 7.8
## 151 Branche sud aval 03 2022-07-28 0.6323792 7.8
## 152 Sewell 08 2022-07-28 0.6417034 7.7
## 153 Waugh sanct. 07 2022-07-28 0.8362934 7.8
## 154 Pok amont 04 2022-07-28 0.8549172 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 7.8
## 158 Pollard 10 2022-09-01 0.7773585 7.8
## 159 br. sud amont 01 2022-09-01 0.8549172 8.0
## 160 Morrison 06 2022-09-01 0.7947874 8.0
## 161 Malt 11 2022-09-01 0.8016892 7.7
## 162 Suggary 02 2022-09-01 0.6417034 7.8
## 163 Waugh sanct. 07 2022-09-01 0.8511192 7.9
## 164 Dempsey 12 2022-09-01 0.9154856 7.9
## 165 Branche sud aval 03 2022-09-01 0.6323792 7.9
## 166 Sewell 08 2022-09-01 0.9101240 7.9
## 167 Pok amont 04 2022-09-01 0.8362934 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 7.8
## 169 Sewell 08 2022-10-03 0.7773585 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 7.5
## 172 Pollard 10 2022-10-03 0.8362934 7.8
## 173 br. sud amont 01 2022-10-03 0.8549172 7.9
## 174 Morrison 06 2022-10-03 0.7947874 7.9
## 175 Malt 11 2022-10-03 0.6323792 7.5
## 176 Suggary 02 2022-10-03 0.6417034 7.7
## 177 Waugh sanct. 07 2022-10-03 0.8511192 7.6
## 178 Dempsey 12 2022-10-03 0.9154856 7.7
## 179 Branche sud aval 03 2022-10-03 0.8878154 7.8
## 180 Pok amont 04 2022-10-03 0.9101240 7.1
## 181 Branche sud aval 03 2022-11-01 0.6512789 7.6
## 182 Sewell 08 2022-11-01 0.7773585 7.5
## 183 Pok amont 04 2022-11-01 0.7947874 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 7.3
## 186 Pollard 10 2022-11-01 0.8362934 7.6
## 187 br. sud amont 01 2022-11-01 0.8549172 7.5
## 188 Morrison 06 2022-11-01 0.9154856 7.8
## 189 Malt 11 2022-11-01 0.6323792 7.0
## 190 Suggary 02 2022-11-01 0.6417034 7.5
## 191 Waugh sanct. 07 2022-11-01 0.8511192 7.2
## 192 Dempsey 12 2022-11-01 0.8878154 7.4ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Zone_forets_vs_turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Turbidity_NTU))## Station2 Date pctFO_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.8875586 6.400
## 2 Morrison 06 2001-08-01 0.9139108 0.600
## 3 Malt 11 2001-08-01 0.9001610 1.600
## 4 Suggary 02 2001-08-01 0.8677686 0.700
## 5 Waugh sanct. 07 2001-08-01 0.8745174 1.200
## 6 Dempsey 12 2001-08-01 0.8855891 1.300
## 7 Branche sud aval 03 2001-08-01 0.8623910 0.500
## 8 Sewell 08 2001-08-01 0.8037162 1.500
## 9 Pok amont 04 2001-08-01 0.7211478 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 0.100
## 12 Pollard 10 2001-08-01 0.6431718 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 1.200
## 14 Pollard 10 2001-08-28 0.6431718 0.800
## 15 br. sud amont 01 2001-08-28 0.8875586 6.100
## 16 Morrison 06 2001-08-28 0.9139108 0.700
## 17 Malt 11 2001-08-28 0.9001610 0.500
## 18 Suggary 02 2001-08-28 0.8677686 3.500
## 19 Waugh sanct. 07 2001-08-28 0.8745174 1.000
## 20 Dempsey 12 2001-08-28 0.8855891 1.700
## 21 Branche sud aval 03 2001-08-28 0.8623910 0.900
## 22 Sewell 08 2001-08-28 0.8037162 6.500
## 23 Pok amont 04 2001-08-28 0.7211478 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 1.000
## 25 Pok amont 04 2001-09-26 0.7211478 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 1.200
## 28 Pollard 10 2001-09-26 0.6431718 1.150
## 29 br. sud amont 01 2001-09-26 0.8875586 44.800
## 30 Morrison 06 2001-09-26 0.9139108 0.900
## 31 Malt 11 2001-09-26 0.9001610 7.800
## 32 Suggary 02 2001-09-26 0.8677686 1.700
## 33 Waugh sanct. 07 2001-09-26 0.8745174 1.200
## 34 Dempsey 12 2001-09-26 0.8855891 1.500
## 35 Branche sud aval 03 2001-09-26 0.8623910 2.400
## 36 Sewell 08 2001-09-26 0.8037162 3.000
## 37 Sewell 08 2001-10-31 0.8037162 5.500
## 38 Pok amont 04 2001-10-31 0.7211478 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 1.000
## 40 Morrison 06 2001-10-31 0.9139108 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 1.400
## 42 Pollard 10 2001-10-31 0.6431718 0.600
## 43 br. sud amont 01 2001-10-31 0.8875586 1.100
## 44 Dempsey 12 2001-10-31 0.8855891 1.700
## 45 Malt 11 2001-10-31 0.9001610 0.800
## 46 Suggary 02 2001-10-31 0.8677686 2.050
## 47 Waugh sanct. 07 2001-10-31 0.8745174 1.200
## 48 Branche sud aval 03 2001-10-31 0.8623910 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 0.780
## 50 Branche sud aval 03 2002-07-29 0.8623910 1.170
## 51 Sewell 08 2002-07-29 0.8037162 4.960
## 52 Pok amont 04 2002-07-29 0.7211478 0.190
## 53 br. sud amont 01 2002-07-29 0.8875586 0.900
## 54 Morrison 06 2002-07-29 0.9139108 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 1.520
## 56 Pollard 10 2002-07-29 0.6431718 1.630
## 57 Waugh sanct. 07 2002-07-29 0.8745174 1.110
## 58 Dempsey 12 2002-07-29 0.8855891 1.970
## 59 Malt 11 2002-07-29 0.9001610 0.400
## 60 Suggary 02 2002-07-29 0.8677686 0.430
## 61 Pok amont 04 2002-08-28 0.7211478 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 1.320
## 63 Dempsey 12 2002-08-28 0.8855891 4.440
## 64 Branche sud aval 03 2002-08-28 0.8623910 1.150
## 65 Sewell 08 2002-08-28 0.8037162 2.960
## 66 Pollard 10 2002-08-28 0.6431718 0.950
## 67 br. sud amont 01 2002-08-28 0.8875586 0.570
## 68 Morrison 06 2002-08-28 0.9139108 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 1.340
## 70 Suggary 02 2002-08-28 0.8677686 0.820
## 71 Waugh sanct. 07 2002-08-28 0.8745174 1.510
## 72 Malt 11 2002-08-28 0.9001610 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 0.940
## 74 Sewell 08 2002-10-02 0.8037162 5.255
## 75 Pok amont 04 2002-10-02 0.7211478 0.280
## 76 Waugh sanct. 07 2002-10-02 0.8745174 1.280
## 77 Dempsey 12 2002-10-02 0.8855891 3.770
## 78 Branche sud aval 03 2002-10-02 0.8623910 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 2.110
## 80 Pollard 10 2002-10-02 0.6431718 0.690
## 81 br. sud amont 01 2002-10-02 0.8875586 0.740
## 82 Morrison 06 2002-10-02 0.9139108 0.770
## 83 Malt 11 2002-10-02 0.9001610 0.600
## 84 Suggary 02 2002-10-02 0.8677686 0.480
## 85 Pok amont 04 2002-10-31 0.7211478 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 0.870
## 87 Branche sud aval 03 2002-10-31 0.8623910 NaN
## 88 Sewell 08 2002-10-31 0.8037162 8.740
## 89 Suggary 02 2002-10-31 0.8677686 0.410
## 90 Waugh sanct. 07 2002-10-31 0.8745174 1.440
## 91 Dempsey 12 2002-10-31 0.8855891 2.880
## 92 Morrison 06 2002-10-31 0.9139108 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 1.500
## 94 Pollard 10 2002-10-31 0.6431718 1.060
## 95 br. sud amont 01 2002-10-31 0.8875586 1.220
## 96 Malt 11 2002-10-31 0.9001610 0.900subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Turbidity_NTU))## Station2 Date pctFO_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.8511192 1.2
## 98 Dempsey 12 2021-07-28 0.9154856 1.6
## 99 Branche sud aval 03 2021-07-28 0.8878154 1.8
## 100 Sewell 08 2021-07-28 0.9101240 3.5
## 101 Waugh sanct. 07 2021-07-28 0.8362934 1.1
## 102 br. sud amont 01 2021-07-28 0.8549172 2.3
## 103 Morrison 06 2021-07-28 0.7947874 1.4
## 104 Malt 11 2021-07-28 0.8016892 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 1.9
## 106 Pollard 10 2021-07-28 0.7773585 1.2
## 107 Pok amont 04 2021-07-28 0.6323792 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 1.7
## 109 Malt 11 2021-08-31 0.7773585 0.5
## 110 Suggary 02 2021-08-31 0.6417034 0.7
## 111 Waugh sanct. 07 2021-08-31 0.8511192 1.1
## 112 Dempsey 12 2021-08-31 0.9154856 1.7
## 113 Branche sud aval 03 2021-08-31 0.8878154 1.7
## 114 Sewell 08 2021-08-31 0.9101240 3.0
## 115 Pollard 10 2021-08-31 0.8362934 1.7
## 116 br. sud amont 01 2021-08-31 0.8549172 5.6
## 117 Morrison 06 2021-08-31 0.7947874 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 3.2
## 120 Pok amont 04 2021-08-31 0.6323792 1.5
## 121 Suggary 02 2021-10-05 0.6512789 0.7
## 122 Morrison 06 2021-10-05 0.7773585 1.4
## 123 Malt 11 2021-10-05 0.6323792 0.9
## 124 Sewell 08 2021-10-05 0.6417034 4.2
## 125 Waugh sanct. 07 2021-10-05 0.8511192 1.2
## 126 Dempsey 12 2021-10-05 0.9154856 1.8
## 127 Branche sud aval 03 2021-10-05 0.8878154 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 1.8
## 129 Pollard 10 2021-10-05 0.8362934 1.8
## 130 br. sud amont 01 2021-10-05 0.8549172 3.7
## 131 Pok amont 04 2021-10-05 0.7947874 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 1.4
## 133 Malt 11 2021-10-28 0.8016892 0.5
## 134 Suggary 02 2021-10-28 0.6512789 0.2
## 135 br. sud amont 01 2021-10-28 0.7773585 1.9
## 136 Morrison 06 2021-10-28 0.9154856 0.6
## 137 Branche sud aval 03 2021-10-28 0.6323792 1.3
## 138 Sewell 08 2021-10-28 0.6417034 2.8
## 139 Waugh sanct. 07 2021-10-28 0.8511192 1.0
## 140 Dempsey 12 2021-10-28 0.8549172 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 1.4
## 143 Pollard 10 2021-10-28 0.8362934 0.8
## 144 Pok amont 04 2021-10-28 0.7947874 0.6
## 145 Pollard 10 2022-07-28 0.7773585 0.4
## 146 Morrison 06 2022-07-28 0.7947874 0.7
## 147 Malt 11 2022-07-28 0.8016892 0.4
## 148 Suggary 02 2022-07-28 0.6512789 0.5
## 149 br. sud amont 01 2022-07-28 0.8511192 2.7
## 150 Dempsey 12 2022-07-28 0.9154856 1.2
## 151 Branche sud aval 03 2022-07-28 0.6323792 2.1
## 152 Sewell 08 2022-07-28 0.6417034 1.8
## 153 Waugh sanct. 07 2022-07-28 0.8362934 1.0
## 154 Pok amont 04 2022-07-28 0.8549172 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 1.9
## 158 Pollard 10 2022-09-01 0.7773585 1.3
## 159 br. sud amont 01 2022-09-01 0.8549172 3.0
## 160 Morrison 06 2022-09-01 0.7947874 2.4
## 161 Malt 11 2022-09-01 0.8016892 0.5
## 162 Suggary 02 2022-09-01 0.6417034 0.7
## 163 Waugh sanct. 07 2022-09-01 0.8511192 1.8
## 164 Dempsey 12 2022-09-01 0.9154856 2.2
## 165 Branche sud aval 03 2022-09-01 0.6323792 1.9
## 166 Sewell 08 2022-09-01 0.9101240 2.6
## 167 Pok amont 04 2022-09-01 0.8362934 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 1.4
## 169 Sewell 08 2022-10-03 0.7773585 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 1.9
## 172 Pollard 10 2022-10-03 0.8362934 0.4
## 173 br. sud amont 01 2022-10-03 0.8549172 2.8
## 174 Morrison 06 2022-10-03 0.7947874 1.0
## 175 Malt 11 2022-10-03 0.6323792 0.4
## 176 Suggary 02 2022-10-03 0.6417034 0.3
## 177 Waugh sanct. 07 2022-10-03 0.8511192 1.3
## 178 Dempsey 12 2022-10-03 0.9154856 1.3
## 179 Branche sud aval 03 2022-10-03 0.8878154 1.6
## 180 Pok amont 04 2022-10-03 0.9101240 1.5
## 181 Branche sud aval 03 2022-11-01 0.6512789 2.6
## 182 Sewell 08 2022-11-01 0.7773585 5.4
## 183 Pok amont 04 2022-11-01 0.7947874 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 2.0
## 186 Pollard 10 2022-11-01 0.8362934 0.7
## 187 br. sud amont 01 2022-11-01 0.8549172 4.8
## 188 Morrison 06 2022-11-01 0.9154856 2.8
## 189 Malt 11 2022-11-01 0.6323792 1.5
## 190 Suggary 02 2022-11-01 0.6417034 0.7
## 191 Waugh sanct. 07 2022-11-01 0.8511192 1.6
## 192 Dempsey 12 2022-11-01 0.8878154 4.2ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=log10(Turbidity_NTU),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=log10(Turbidity_NTU),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=log10(Turbidity_NTU)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 3 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Zone_forets_vs_Couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Colour_TCU))## Station2 Date pctFO_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.8875586 5.0
## 2 Morrison 06 2001-08-01 0.9139108 10.0
## 3 Malt 11 2001-08-01 0.9001610 10.0
## 4 Suggary 02 2001-08-01 0.8677686 5.0
## 5 Waugh sanct. 07 2001-08-01 0.8745174 20.0
## 6 Dempsey 12 2001-08-01 0.8855891 15.0
## 7 Branche sud aval 03 2001-08-01 0.8623910 5.0
## 8 Sewell 08 2001-08-01 0.8037162 5.0
## 9 Pok amont 04 2001-08-01 0.7211478 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 5.0
## 12 Pollard 10 2001-08-01 0.6431718 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 5.0
## 14 Pollard 10 2001-08-28 0.6431718 5.0
## 15 br. sud amont 01 2001-08-28 0.8875586 5.0
## 16 Morrison 06 2001-08-28 0.9139108 5.0
## 17 Malt 11 2001-08-28 0.9001610 5.0
## 18 Suggary 02 2001-08-28 0.8677686 10.0
## 19 Waugh sanct. 07 2001-08-28 0.8745174 10.0
## 20 Dempsey 12 2001-08-28 0.8855891 15.0
## 21 Branche sud aval 03 2001-08-28 0.8623910 5.0
## 22 Sewell 08 2001-08-28 0.8037162 30.0
## 23 Pok amont 04 2001-08-28 0.7211478 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 5.0
## 25 Pok amont 04 2001-09-26 0.7211478 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 15.0
## 28 Pollard 10 2001-09-26 0.6431718 20.0
## 29 br. sud amont 01 2001-09-26 0.8875586 200.0
## 30 Morrison 06 2001-09-26 0.9139108 5.0
## 31 Malt 11 2001-09-26 0.9001610 20.0
## 32 Suggary 02 2001-09-26 0.8677686 5.0
## 33 Waugh sanct. 07 2001-09-26 0.8745174 10.0
## 34 Dempsey 12 2001-09-26 0.8855891 20.0
## 35 Branche sud aval 03 2001-09-26 0.8623910 10.0
## 36 Sewell 08 2001-09-26 0.8037162 30.0
## 37 Sewell 08 2001-10-31 0.8037162 80.0
## 38 Pok amont 04 2001-10-31 0.7211478 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 20.0
## 40 Morrison 06 2001-10-31 0.9139108 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 120.0
## 42 Pollard 10 2001-10-31 0.6431718 10.0
## 43 br. sud amont 01 2001-10-31 0.8875586 30.0
## 44 Dempsey 12 2001-10-31 0.8855891 30.0
## 45 Malt 11 2001-10-31 0.9001610 10.0
## 46 Suggary 02 2001-10-31 0.8677686 30.0
## 47 Waugh sanct. 07 2001-10-31 0.8745174 100.0
## 48 Branche sud aval 03 2001-10-31 0.8623910 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 10.0
## 50 Branche sud aval 03 2002-07-29 0.8623910 15.0
## 51 Sewell 08 2002-07-29 0.8037162 40.0
## 52 Pok amont 04 2002-07-29 0.7211478 5.0
## 53 br. sud amont 01 2002-07-29 0.8875586 15.0
## 54 Morrison 06 2002-07-29 0.9139108 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 80.0
## 56 Pollard 10 2002-07-29 0.6431718 10.0
## 57 Waugh sanct. 07 2002-07-29 0.8745174 40.0
## 58 Dempsey 12 2002-07-29 0.8855891 20.0
## 59 Malt 11 2002-07-29 0.9001610 5.0
## 60 Suggary 02 2002-07-29 0.8677686 5.0
## 61 Pok amont 04 2002-08-28 0.7211478 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 20.0
## 63 Dempsey 12 2002-08-28 0.8855891 40.0
## 64 Branche sud aval 03 2002-08-28 0.8623910 15.0
## 65 Sewell 08 2002-08-28 0.8037162 40.0
## 66 Pollard 10 2002-08-28 0.6431718 10.0
## 67 br. sud amont 01 2002-08-28 0.8875586 10.0
## 68 Morrison 06 2002-08-28 0.9139108 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 20.0
## 70 Suggary 02 2002-08-28 0.8677686 7.5
## 71 Waugh sanct. 07 2002-08-28 0.8745174 30.0
## 72 Malt 11 2002-08-28 0.9001610 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 5.0
## 74 Sewell 08 2002-10-02 0.8037162 60.0
## 75 Pok amont 04 2002-10-02 0.7211478 5.0
## 76 Waugh sanct. 07 2002-10-02 0.8745174 20.0
## 77 Dempsey 12 2002-10-02 0.8855891 20.0
## 78 Branche sud aval 03 2002-10-02 0.8623910 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 60.0
## 80 Pollard 10 2002-10-02 0.6431718 10.0
## 81 br. sud amont 01 2002-10-02 0.8875586 10.0
## 82 Morrison 06 2002-10-02 0.9139108 10.0
## 83 Malt 11 2002-10-02 0.9001610 5.0
## 84 Suggary 02 2002-10-02 0.8677686 5.0
## 85 Pok amont 04 2002-10-31 0.7211478 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 20.0
## 87 Branche sud aval 03 2002-10-31 0.8623910 NaN
## 88 Sewell 08 2002-10-31 0.8037162 60.0
## 89 Suggary 02 2002-10-31 0.8677686 5.0
## 90 Waugh sanct. 07 2002-10-31 0.8745174 60.0
## 91 Dempsey 12 2002-10-31 0.8855891 30.0
## 92 Morrison 06 2002-10-31 0.9139108 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 75.0
## 94 Pollard 10 2002-10-31 0.6431718 5.0
## 95 br. sud amont 01 2002-10-31 0.8875586 30.0
## 96 Malt 11 2002-10-31 0.9001610 15.0subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Colour_TCU))## Station2 Date pctFO_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.8511192 8
## 98 Dempsey 12 2021-07-28 0.9154856 22
## 99 Branche sud aval 03 2021-07-28 0.8878154 19
## 100 Sewell 08 2021-07-28 0.9101240 34
## 101 Waugh sanct. 07 2021-07-28 0.8362934 27
## 102 br. sud amont 01 2021-07-28 0.8549172 15
## 103 Morrison 06 2021-07-28 0.7947874 14
## 104 Malt 11 2021-07-28 0.8016892 7
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 29
## 106 Pollard 10 2021-07-28 0.7773585 8
## 107 Pok amont 04 2021-07-28 0.6323792 11
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 9
## 109 Malt 11 2021-08-31 0.7773585 5
## 110 Suggary 02 2021-08-31 0.6417034 5
## 111 Waugh sanct. 07 2021-08-31 0.8511192 14
## 112 Dempsey 12 2021-08-31 0.9154856 14
## 113 Branche sud aval 03 2021-08-31 0.8878154 20
## 114 Sewell 08 2021-08-31 0.9101240 24
## 115 Pollard 10 2021-08-31 0.8362934 8
## 116 br. sud amont 01 2021-08-31 0.8549172 12
## 117 Morrison 06 2021-08-31 0.7947874 18
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 8
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 37
## 120 Pok amont 04 2021-08-31 0.6323792 10
## 121 Suggary 02 2021-10-05 0.6512789 8
## 122 Morrison 06 2021-10-05 0.7773585 22
## 123 Malt 11 2021-10-05 0.6323792 66
## 124 Sewell 08 2021-10-05 0.6417034 47
## 125 Waugh sanct. 07 2021-10-05 0.8511192 190
## 126 Dempsey 12 2021-10-05 0.9154856 55
## 127 Branche sud aval 03 2021-10-05 0.8878154 38
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 141
## 129 Pollard 10 2021-10-05 0.8362934 19
## 130 br. sud amont 01 2021-10-05 0.8549172 44
## 131 Pok amont 04 2021-10-05 0.7947874 21
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 33
## 133 Malt 11 2021-10-28 0.8016892 47
## 134 Suggary 02 2021-10-28 0.6512789 5
## 135 br. sud amont 01 2021-10-28 0.7773585 32
## 136 Morrison 06 2021-10-28 0.9154856 13
## 137 Branche sud aval 03 2021-10-28 0.6323792 22
## 138 Sewell 08 2021-10-28 0.6417034 43
## 139 Waugh sanct. 07 2021-10-28 0.8511192 130
## 140 Dempsey 12 2021-10-28 0.8549172 33
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 15
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 107
## 143 Pollard 10 2021-10-28 0.8362934 12
## 144 Pok amont 04 2021-10-28 0.7947874 13
## 145 Pollard 10 2022-07-28 0.7773585 5
## 146 Morrison 06 2022-07-28 0.7947874 7
## 147 Malt 11 2022-07-28 0.8016892 6
## 148 Suggary 02 2022-07-28 0.6512789 5
## 149 br. sud amont 01 2022-07-28 0.8511192 26
## 150 Dempsey 12 2022-07-28 0.9154856 16
## 151 Branche sud aval 03 2022-07-28 0.6323792 18
## 152 Sewell 08 2022-07-28 0.6417034 33
## 153 Waugh sanct. 07 2022-07-28 0.8362934 27
## 154 Pok amont 04 2022-07-28 0.8549172 7
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 5
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 15
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 48
## 158 Pollard 10 2022-09-01 0.7773585 23
## 159 br. sud amont 01 2022-09-01 0.8549172 23
## 160 Morrison 06 2022-09-01 0.7947874 15
## 161 Malt 11 2022-09-01 0.8016892 10
## 162 Suggary 02 2022-09-01 0.6417034 8
## 163 Waugh sanct. 07 2022-09-01 0.8511192 61
## 164 Dempsey 12 2022-09-01 0.9154856 21
## 165 Branche sud aval 03 2022-09-01 0.6323792 21
## 166 Sewell 08 2022-09-01 0.9101240 43
## 167 Pok amont 04 2022-09-01 0.8362934 14
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 41
## 169 Sewell 08 2022-10-03 0.7773585 71
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 8
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 130
## 172 Pollard 10 2022-10-03 0.8362934 10
## 173 br. sud amont 01 2022-10-03 0.8549172 20
## 174 Morrison 06 2022-10-03 0.7947874 10
## 175 Malt 11 2022-10-03 0.6323792 5
## 176 Suggary 02 2022-10-03 0.6417034 5
## 177 Waugh sanct. 07 2022-10-03 0.8511192 53
## 178 Dempsey 12 2022-10-03 0.9154856 16
## 179 Branche sud aval 03 2022-10-03 0.8878154 17
## 180 Pok amont 04 2022-10-03 0.9101240 12
## 181 Branche sud aval 03 2022-11-01 0.6512789 25
## 182 Sewell 08 2022-11-01 0.7773585 60
## 183 Pok amont 04 2022-11-01 0.7947874 11
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 21
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 148
## 186 Pollard 10 2022-11-01 0.8362934 11
## 187 br. sud amont 01 2022-11-01 0.8549172 42
## 188 Morrison 06 2022-11-01 0.9154856 13
## 189 Malt 11 2022-11-01 0.6323792 22
## 190 Suggary 02 2022-11-01 0.6417034 9
## 191 Waugh sanct. 07 2022-11-01 0.8511192 143
## 192 Dempsey 12 2022-11-01 0.8878154 28ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Zone_forets_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctFO_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.8875586
## 2 Morrison 06 2001-08-01 0.9139108
## 3 Malt 11 2001-08-01 0.9001610
## 4 Suggary 02 2001-08-01 0.8677686
## 5 Waugh sanct. 07 2001-08-01 0.8745174
## 6 Dempsey 12 2001-08-01 0.8855891
## 7 Branche sud aval 03 2001-08-01 0.8623910
## 8 Sewell 08 2001-08-01 0.8037162
## 9 Pok amont 04 2001-08-01 0.7211478
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491
## 11 McConnell Six Rd 05 2001-08-01 0.6337209
## 12 Pollard 10 2001-08-01 0.6431718
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491
## 14 Pollard 10 2001-08-28 0.6431718
## 15 br. sud amont 01 2001-08-28 0.8875586
## 16 Morrison 06 2001-08-28 0.9139108
## 17 Malt 11 2001-08-28 0.9001610
## 18 Suggary 02 2001-08-28 0.8677686
## 19 Waugh sanct. 07 2001-08-28 0.8745174
## 20 Dempsey 12 2001-08-28 0.8855891
## 21 Branche sud aval 03 2001-08-28 0.8623910
## 22 Sewell 08 2001-08-28 0.8037162
## 23 Pok amont 04 2001-08-28 0.7211478
## 24 McConnell Six Rd 05 2001-08-28 0.6337209
## 25 Pok amont 04 2001-09-26 0.7211478
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491
## 27 McConnell Six Rd 05 2001-09-26 0.6337209
## 28 Pollard 10 2001-09-26 0.6431718
## 29 br. sud amont 01 2001-09-26 0.8875586
## 30 Morrison 06 2001-09-26 0.9139108
## 31 Malt 11 2001-09-26 0.9001610
## 32 Suggary 02 2001-09-26 0.8677686
## 33 Waugh sanct. 07 2001-09-26 0.8745174
## 34 Dempsey 12 2001-09-26 0.8855891
## 35 Branche sud aval 03 2001-09-26 0.8623910
## 36 Sewell 08 2001-09-26 0.8037162
## 37 Sewell 08 2001-10-31 0.8037162
## 38 Pok amont 04 2001-10-31 0.7211478
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491
## 40 Morrison 06 2001-10-31 0.9139108
## 41 McConnell Six Rd 05 2001-10-31 0.6337209
## 42 Pollard 10 2001-10-31 0.6431718
## 43 br. sud amont 01 2001-10-31 0.8875586
## 44 Dempsey 12 2001-10-31 0.8855891
## 45 Malt 11 2001-10-31 0.9001610
## 46 Suggary 02 2001-10-31 0.8677686
## 47 Waugh sanct. 07 2001-10-31 0.8745174
## 48 Branche sud aval 03 2001-10-31 0.8623910
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491
## 50 Branche sud aval 03 2002-07-29 0.8623910
## 51 Sewell 08 2002-07-29 0.8037162
## 52 Pok amont 04 2002-07-29 0.7211478
## 53 br. sud amont 01 2002-07-29 0.8875586
## 54 Morrison 06 2002-07-29 0.9139108
## 55 McConnell Six Rd 05 2002-07-29 0.6337209
## 56 Pollard 10 2002-07-29 0.6431718
## 57 Waugh sanct. 07 2002-07-29 0.8745174
## 58 Dempsey 12 2002-07-29 0.8855891
## 59 Malt 11 2002-07-29 0.9001610
## 60 Suggary 02 2002-07-29 0.8677686
## 61 Pok amont 04 2002-08-28 0.7211478
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491
## 63 Dempsey 12 2002-08-28 0.8855891
## 64 Branche sud aval 03 2002-08-28 0.8623910
## 65 Sewell 08 2002-08-28 0.8037162
## 66 Pollard 10 2002-08-28 0.6431718
## 67 br. sud amont 01 2002-08-28 0.8875586
## 68 Morrison 06 2002-08-28 0.9139108
## 69 McConnell Six Rd 05 2002-08-28 0.6337209
## 70 Suggary 02 2002-08-28 0.8677686
## 71 Waugh sanct. 07 2002-08-28 0.8745174
## 72 Malt 11 2002-08-28 0.9001610
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491
## 74 Sewell 08 2002-10-02 0.8037162
## 75 Pok amont 04 2002-10-02 0.7211478
## 76 Waugh sanct. 07 2002-10-02 0.8745174
## 77 Dempsey 12 2002-10-02 0.8855891
## 78 Branche sud aval 03 2002-10-02 0.8623910
## 79 McConnell Six Rd 05 2002-10-02 0.6337209
## 80 Pollard 10 2002-10-02 0.6431718
## 81 br. sud amont 01 2002-10-02 0.8875586
## 82 Morrison 06 2002-10-02 0.9139108
## 83 Malt 11 2002-10-02 0.9001610
## 84 Suggary 02 2002-10-02 0.8677686
## 85 Pok amont 04 2002-10-31 0.7211478
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491
## 87 Branche sud aval 03 2002-10-31 0.8623910
## 88 Sewell 08 2002-10-31 0.8037162
## 89 Suggary 02 2002-10-31 0.8677686
## 90 Waugh sanct. 07 2002-10-31 0.8745174
## 91 Dempsey 12 2002-10-31 0.8855891
## 92 Morrison 06 2002-10-31 0.9139108
## 93 McConnell Six Rd 05 2002-10-31 0.6337209
## 94 Pollard 10 2002-10-31 0.6431718
## 95 br. sud amont 01 2002-10-31 0.8875586
## 96 Malt 11 2002-10-31 0.9001610
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctFO_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.8511192
## 98 Dempsey 12 2021-07-28 0.9154856
## 99 Branche sud aval 03 2021-07-28 0.8878154
## 100 Sewell 08 2021-07-28 0.9101240
## 101 Waugh sanct. 07 2021-07-28 0.8362934
## 102 br. sud amont 01 2021-07-28 0.8549172
## 103 Morrison 06 2021-07-28 0.7947874
## 104 Malt 11 2021-07-28 0.8016892
## 105 McConnell Six Rd 05 2021-07-28 0.6512789
## 106 Pollard 10 2021-07-28 0.7773585
## 107 Pok amont 04 2021-07-28 0.6323792
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034
## 109 Malt 11 2021-08-31 0.7773585
## 110 Suggary 02 2021-08-31 0.6417034
## 111 Waugh sanct. 07 2021-08-31 0.8511192
## 112 Dempsey 12 2021-08-31 0.9154856
## 113 Branche sud aval 03 2021-08-31 0.8878154
## 114 Sewell 08 2021-08-31 0.9101240
## 115 Pollard 10 2021-08-31 0.8362934
## 116 br. sud amont 01 2021-08-31 0.8549172
## 117 Morrison 06 2021-08-31 0.7947874
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892
## 119 McConnell Six Rd 05 2021-08-31 0.6512789
## 120 Pok amont 04 2021-08-31 0.6323792
## 121 Suggary 02 2021-10-05 0.6512789
## 122 Morrison 06 2021-10-05 0.7773585
## 123 Malt 11 2021-10-05 0.6323792
## 124 Sewell 08 2021-10-05 0.6417034
## 125 Waugh sanct. 07 2021-10-05 0.8511192
## 126 Dempsey 12 2021-10-05 0.9154856
## 127 Branche sud aval 03 2021-10-05 0.8878154
## 128 McConnell Six Rd 05 2021-10-05 0.9101240
## 129 Pollard 10 2021-10-05 0.8362934
## 130 br. sud amont 01 2021-10-05 0.8549172
## 131 Pok amont 04 2021-10-05 0.7947874
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892
## 133 Malt 11 2021-10-28 0.8016892
## 134 Suggary 02 2021-10-28 0.6512789
## 135 br. sud amont 01 2021-10-28 0.7773585
## 136 Morrison 06 2021-10-28 0.9154856
## 137 Branche sud aval 03 2021-10-28 0.6323792
## 138 Sewell 08 2021-10-28 0.6417034
## 139 Waugh sanct. 07 2021-10-28 0.8511192
## 140 Dempsey 12 2021-10-28 0.8549172
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154
## 142 McConnell Six Rd 05 2021-10-28 0.9101240
## 143 Pollard 10 2021-10-28 0.8362934
## 144 Pok amont 04 2021-10-28 0.7947874
## 145 Pollard 10 2022-07-28 0.7773585
## 146 Morrison 06 2022-07-28 0.7947874
## 147 Malt 11 2022-07-28 0.8016892
## 148 Suggary 02 2022-07-28 0.6512789
## 149 br. sud amont 01 2022-07-28 0.8511192
## 150 Dempsey 12 2022-07-28 0.9154856
## 151 Branche sud aval 03 2022-07-28 0.6323792
## 152 Sewell 08 2022-07-28 0.6417034
## 153 Waugh sanct. 07 2022-07-28 0.8362934
## 154 Pok amont 04 2022-07-28 0.8549172
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154
## 156 McConnell Six Rd 05 2022-07-28 0.9101240
## 157 McConnell Six Rd 05 2022-09-01 0.6512789
## 158 Pollard 10 2022-09-01 0.7773585
## 159 br. sud amont 01 2022-09-01 0.8549172
## 160 Morrison 06 2022-09-01 0.7947874
## 161 Malt 11 2022-09-01 0.8016892
## 162 Suggary 02 2022-09-01 0.6417034
## 163 Waugh sanct. 07 2022-09-01 0.8511192
## 164 Dempsey 12 2022-09-01 0.9154856
## 165 Branche sud aval 03 2022-09-01 0.6323792
## 166 Sewell 08 2022-09-01 0.9101240
## 167 Pok amont 04 2022-09-01 0.8362934
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154
## 169 Sewell 08 2022-10-03 0.7773585
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892
## 171 McConnell Six Rd 05 2022-10-03 0.6512789
## 172 Pollard 10 2022-10-03 0.8362934
## 173 br. sud amont 01 2022-10-03 0.8549172
## 174 Morrison 06 2022-10-03 0.7947874
## 175 Malt 11 2022-10-03 0.6323792
## 176 Suggary 02 2022-10-03 0.6417034
## 177 Waugh sanct. 07 2022-10-03 0.8511192
## 178 Dempsey 12 2022-10-03 0.9154856
## 179 Branche sud aval 03 2022-10-03 0.8878154
## 180 Pok amont 04 2022-10-03 0.9101240
## 181 Branche sud aval 03 2022-11-01 0.6512789
## 182 Sewell 08 2022-11-01 0.7773585
## 183 Pok amont 04 2022-11-01 0.7947874
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892
## 185 McConnell Six Rd 05 2022-11-01 0.9101240
## 186 Pollard 10 2022-11-01 0.8362934
## 187 br. sud amont 01 2022-11-01 0.8549172
## 188 Morrison 06 2022-11-01 0.9154856
## 189 Malt 11 2022-11-01 0.6323792
## 190 Suggary 02 2022-11-01 0.6417034
## 191 Waugh sanct. 07 2022-11-01 0.8511192
## 192 Dempsey 12 2022-11-01 0.8878154
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la COT et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_forets_vs_Coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctFO_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.8875586 10
## 2 Morrison 06 2001-08-01 0.9139108 80
## 3 Malt 11 2001-08-01 0.9001610 30
## 4 Suggary 02 2001-08-01 0.8677686 10
## 5 Waugh sanct. 07 2001-08-01 0.8745174 270
## 6 Dempsey 12 2001-08-01 0.8855891 50
## 7 Branche sud aval 03 2001-08-01 0.8623910 10
## 8 Sewell 08 2001-08-01 0.8037162 20
## 9 Pok amont 04 2001-08-01 0.7211478 10
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 10
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 30
## 12 Pollard 10 2001-08-01 0.6431718 110
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 10
## 14 Pollard 10 2001-08-28 0.6431718 50
## 15 br. sud amont 01 2001-08-28 0.8875586 120
## 16 Morrison 06 2001-08-28 0.9139108 90
## 17 Malt 11 2001-08-28 0.9001610 20
## 18 Suggary 02 2001-08-28 0.8677686 80
## 19 Waugh sanct. 07 2001-08-28 0.8745174 430
## 20 Dempsey 12 2001-08-28 0.8855891 20
## 21 Branche sud aval 03 2001-08-28 0.8623910 110
## 22 Sewell 08 2001-08-28 0.8037162 210
## 23 Pok amont 04 2001-08-28 0.7211478 10
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 250
## 25 Pok amont 04 2001-09-26 0.7211478 530
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 830
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 120
## 28 Pollard 10 2001-09-26 0.6431718 1240
## 29 br. sud amont 01 2001-09-26 0.8875586 2000
## 30 Morrison 06 2001-09-26 0.9139108 220
## 31 Malt 11 2001-09-26 0.9001610 150
## 32 Suggary 02 2001-09-26 0.8677686 150
## 33 Waugh sanct. 07 2001-09-26 0.8745174 590
## 34 Dempsey 12 2001-09-26 0.8855891 150
## 35 Branche sud aval 03 2001-09-26 0.8623910 660
## 36 Sewell 08 2001-09-26 0.8037162 190
## 37 Sewell 08 2001-10-31 0.8037162 140
## 38 Pok amont 04 2001-10-31 0.7211478 20
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 10
## 40 Morrison 06 2001-10-31 0.9139108 10
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 310
## 42 Pollard 10 2001-10-31 0.6431718 50
## 43 br. sud amont 01 2001-10-31 0.8875586 20
## 44 Dempsey 12 2001-10-31 0.8855891 10
## 45 Malt 11 2001-10-31 0.9001610 100
## 46 Suggary 02 2001-10-31 0.8677686 30
## 47 Waugh sanct. 07 2001-10-31 0.8745174 480
## 48 Branche sud aval 03 2001-10-31 0.8623910 30
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 10
## 50 Branche sud aval 03 2002-07-29 0.8623910 30
## 51 Sewell 08 2002-07-29 0.8037162 60
## 52 Pok amont 04 2002-07-29 0.7211478 10
## 53 br. sud amont 01 2002-07-29 0.8875586 20
## 54 Morrison 06 2002-07-29 0.9139108 10
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 10
## 56 Pollard 10 2002-07-29 0.6431718 660
## 57 Waugh sanct. 07 2002-07-29 0.8745174 80
## 58 Dempsey 12 2002-07-29 0.8855891 25
## 59 Malt 11 2002-07-29 0.9001610 10
## 60 Suggary 02 2002-07-29 0.8677686 10
## 61 Pok amont 04 2002-08-28 0.7211478 30
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 10
## 63 Dempsey 12 2002-08-28 0.8855891 10
## 64 Branche sud aval 03 2002-08-28 0.8623910 20
## 65 Sewell 08 2002-08-28 0.8037162 10
## 66 Pollard 10 2002-08-28 0.6431718 180
## 67 br. sud amont 01 2002-08-28 0.8875586 80
## 68 Morrison 06 2002-08-28 0.9139108 20
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 310
## 70 Suggary 02 2002-08-28 0.8677686 15
## 71 Waugh sanct. 07 2002-08-28 0.8745174 410
## 72 Malt 11 2002-08-28 0.9001610 30
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 10
## 74 Sewell 08 2002-10-02 0.8037162 25
## 75 Pok amont 04 2002-10-02 0.7211478 10
## 76 Waugh sanct. 07 2002-10-02 0.8745174 700
## 77 Dempsey 12 2002-10-02 0.8855891 30
## 78 Branche sud aval 03 2002-10-02 0.8623910 40
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 150
## 80 Pollard 10 2002-10-02 0.6431718 10
## 81 br. sud amont 01 2002-10-02 0.8875586 20
## 82 Morrison 06 2002-10-02 0.9139108 10
## 83 Malt 11 2002-10-02 0.9001610 90
## 84 Suggary 02 2002-10-02 0.8677686 20
## 85 Pok amont 04 2002-10-31 0.7211478 10
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 10
## 87 Branche sud aval 03 2002-10-31 0.8623910 10
## 88 Sewell 08 2002-10-31 0.8037162 10
## 89 Suggary 02 2002-10-31 0.8677686 50
## 90 Waugh sanct. 07 2002-10-31 0.8745174 40
## 91 Dempsey 12 2002-10-31 0.8855891 10
## 92 Morrison 06 2002-10-31 0.9139108 10
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 30
## 94 Pollard 10 2002-10-31 0.6431718 10
## 95 br. sud amont 01 2002-10-31 0.8875586 10
## 96 Malt 11 2002-10-31 0.9001610 10subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctFO_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.8511192 20.0
## 98 Dempsey 12 2021-07-28 0.9154856 52.0
## 99 Branche sud aval 03 2021-07-28 0.8878154 74.0
## 100 Sewell 08 2021-07-28 0.9101240 98.0
## 101 Waugh sanct. 07 2021-07-28 0.8362934 52.0
## 102 br. sud amont 01 2021-07-28 0.8549172 75.0
## 103 Morrison 06 2021-07-28 0.7947874 30.0
## 104 Malt 11 2021-07-28 0.8016892 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 75.0
## 106 Pollard 10 2021-07-28 0.7773585 98.0
## 107 Pok amont 04 2021-07-28 0.6323792 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 20.0
## 109 Malt 11 2021-08-31 0.7773585 39.3
## 110 Suggary 02 2021-08-31 0.6417034 235.9
## 111 Waugh sanct. 07 2021-08-31 0.8511192 68.3
## 112 Dempsey 12 2021-08-31 0.9154856 49.6
## 113 Branche sud aval 03 2021-08-31 0.8878154 54.5
## 114 Sewell 08 2021-08-31 0.9101240 148.3
## 115 Pollard 10 2021-08-31 0.8362934 117.8
## 116 br. sud amont 01 2021-08-31 0.8549172 72.7
## 117 Morrison 06 2021-08-31 0.7947874 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 70.3
## 120 Pok amont 04 2021-08-31 0.6323792 15.6
## 121 Suggary 02 2021-10-05 0.6512789 41.7
## 122 Morrison 06 2021-10-05 0.7773585 24.6
## 123 Malt 11 2021-10-05 0.6323792 47.1
## 124 Sewell 08 2021-10-05 0.6417034 135.4
## 125 Waugh sanct. 07 2021-10-05 0.8511192 29.5
## 126 Dempsey 12 2021-10-05 0.9154856 54.8
## 127 Branche sud aval 03 2021-10-05 0.8878154 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 95.9
## 129 Pollard 10 2021-10-05 0.8362934 62.7
## 130 br. sud amont 01 2021-10-05 0.8549172 35.5
## 131 Pok amont 04 2021-10-05 0.7947874 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 27.5
## 133 Malt 11 2021-10-28 0.8016892 16.0
## 134 Suggary 02 2021-10-28 0.6512789 7.4
## 135 br. sud amont 01 2021-10-28 0.7773585 19.9
## 136 Morrison 06 2021-10-28 0.9154856 12.1
## 137 Branche sud aval 03 2021-10-28 0.6323792 39.9
## 138 Sewell 08 2021-10-28 0.6417034 48.1
## 139 Waugh sanct. 07 2021-10-28 0.8511192 38.4
## 140 Dempsey 12 2021-10-28 0.8549172 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 29.5
## 143 Pollard 10 2021-10-28 0.8362934 34.5
## 144 Pok amont 04 2021-10-28 0.7947874 14.6
## 145 Pollard 10 2022-07-28 0.7773585 57.6
## 146 Morrison 06 2022-07-28 0.7947874 133.4
## 147 Malt 11 2022-07-28 0.8016892 70.3
## 148 Suggary 02 2022-07-28 0.6512789 27.5
## 149 br. sud amont 01 2022-07-28 0.8511192 32.7
## 150 Dempsey 12 2022-07-28 0.9154856 41.7
## 151 Branche sud aval 03 2022-07-28 0.6323792 59.8
## 152 Sewell 08 2022-07-28 0.6417034 90.6
## 153 Waugh sanct. 07 2022-07-28 0.8362934 93.3
## 154 Pok amont 04 2022-07-28 0.8549172 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 82.0
## 158 Pollard 10 2022-09-01 0.7773585 1046.2
## 159 br. sud amont 01 2022-09-01 0.8549172 114.5
## 160 Morrison 06 2022-09-01 0.7947874 686.7
## 161 Malt 11 2022-09-01 0.8016892 69.1
## 162 Suggary 02 2022-09-01 0.6417034 40.2
## 163 Waugh sanct. 07 2022-09-01 0.8511192 88.0
## 164 Dempsey 12 2022-09-01 0.9154856 248.1
## 165 Branche sud aval 03 2022-09-01 0.6323792 70.3
## 166 Sewell 08 2022-09-01 0.9101240 172.2
## 167 Pok amont 04 2022-09-01 0.8362934 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 121.1
## 169 Sewell 08 2022-10-03 0.7773585 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 59.1
## 172 Pollard 10 2022-10-03 0.8362934 24.1
## 173 br. sud amont 01 2022-10-03 0.8549172 57.6
## 174 Morrison 06 2022-10-03 0.7947874 47.4
## 175 Malt 11 2022-10-03 0.6323792 5.2
## 176 Suggary 02 2022-10-03 0.6417034 9.7
## 177 Waugh sanct. 07 2022-10-03 0.8511192 65.7
## 178 Dempsey 12 2022-10-03 0.9154856 48.0
## 179 Branche sud aval 03 2022-10-03 0.8878154 13.4
## 180 Pok amont 04 2022-10-03 0.9101240 8.4
## 181 Branche sud aval 03 2022-11-01 0.6512789 24.6
## 182 Sewell 08 2022-11-01 0.7773585 115.3
## 183 Pok amont 04 2022-11-01 0.7947874 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 72.3
## 186 Pollard 10 2022-11-01 0.8362934 20.3
## 187 br. sud amont 01 2022-11-01 0.8549172 37.3
## 188 Morrison 06 2022-11-01 0.9154856 39.9
## 189 Malt 11 2022-11-01 0.6323792 45.0
## 190 Suggary 02 2022-11-01 0.6417034 8.5
## 191 Waugh sanct. 07 2022-11-01 0.8511192 249.5
## 192 Dempsey 12 2022-11-01 0.8878154 53.8ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=log10(E.coli_MPN_100.mL),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=log10(E.coli_MPN_100.mL),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_forets_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctFO_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.8875586 0.0080
## 2 Morrison 06 2001-08-01 0.9139108 0.0080
## 3 Malt 11 2001-08-01 0.9001610 0.0110
## 4 Suggary 02 2001-08-01 0.8677686 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.8745174 0.0150
## 6 Dempsey 12 2001-08-01 0.8855891 0.0140
## 7 Branche sud aval 03 2001-08-01 0.8623910 0.0080
## 8 Sewell 08 2001-08-01 0.8037162 0.0110
## 9 Pok amont 04 2001-08-01 0.7211478 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 0.0160
## 12 Pollard 10 2001-08-01 0.6431718 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 0.0070
## 14 Pollard 10 2001-08-28 0.6431718 0.0170
## 15 br. sud amont 01 2001-08-28 0.8875586 0.0060
## 16 Morrison 06 2001-08-28 0.9139108 0.0080
## 17 Malt 11 2001-08-28 0.9001610 0.0080
## 18 Suggary 02 2001-08-28 0.8677686 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.8745174 0.0090
## 20 Dempsey 12 2001-08-28 0.8855891 0.0110
## 21 Branche sud aval 03 2001-08-28 0.8623910 0.0070
## 22 Sewell 08 2001-08-28 0.8037162 0.0170
## 23 Pok amont 04 2001-08-28 0.7211478 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 0.0130
## 25 Pok amont 04 2001-09-26 0.7211478 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 0.0130
## 28 Pollard 10 2001-09-26 0.6431718 0.0155
## 29 br. sud amont 01 2001-09-26 0.8875586 0.0130
## 30 Morrison 06 2001-09-26 0.9139108 0.0080
## 31 Malt 11 2001-09-26 0.9001610 0.0120
## 32 Suggary 02 2001-09-26 0.8677686 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.8745174 0.0140
## 34 Dempsey 12 2001-09-26 0.8855891 0.0190
## 35 Branche sud aval 03 2001-09-26 0.8623910 0.0090
## 36 Sewell 08 2001-09-26 0.8037162 0.0120
## 37 Sewell 08 2001-10-31 0.8037162 0.0120
## 38 Pok amont 04 2001-10-31 0.7211478 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 0.0050
## 40 Morrison 06 2001-10-31 0.9139108 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 0.0110
## 42 Pollard 10 2001-10-31 0.6431718 0.0080
## 43 br. sud amont 01 2001-10-31 0.8875586 0.0050
## 44 Dempsey 12 2001-10-31 0.8855891 0.0090
## 45 Malt 11 2001-10-31 0.9001610 0.0070
## 46 Suggary 02 2001-10-31 0.8677686 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.8745174 0.0120
## 48 Branche sud aval 03 2001-10-31 0.8623910 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 0.0050
## 50 Branche sud aval 03 2002-07-29 0.8623910 0.0070
## 51 Sewell 08 2002-07-29 0.8037162 0.0200
## 52 Pok amont 04 2002-07-29 0.7211478 0.0060
## 53 br. sud amont 01 2002-07-29 0.8875586 0.0060
## 54 Morrison 06 2002-07-29 0.9139108 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 0.0130
## 56 Pollard 10 2002-07-29 0.6431718 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.8745174 0.0120
## 58 Dempsey 12 2002-07-29 0.8855891 0.0100
## 59 Malt 11 2002-07-29 0.9001610 0.0090
## 60 Suggary 02 2002-07-29 0.8677686 0.0070
## 61 Pok amont 04 2002-08-28 0.7211478 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 0.0090
## 63 Dempsey 12 2002-08-28 0.8855891 0.0130
## 64 Branche sud aval 03 2002-08-28 0.8623910 0.0080
## 65 Sewell 08 2002-08-28 0.8037162 0.0100
## 66 Pollard 10 2002-08-28 0.6431718 0.0160
## 67 br. sud amont 01 2002-08-28 0.8875586 0.0070
## 68 Morrison 06 2002-08-28 0.9139108 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 0.0140
## 70 Suggary 02 2002-08-28 0.8677686 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.8745174 0.0130
## 72 Malt 11 2002-08-28 0.9001610 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 0.0070
## 74 Sewell 08 2002-10-02 0.8037162 0.0155
## 75 Pok amont 04 2002-10-02 0.7211478 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.8745174 0.0090
## 77 Dempsey 12 2002-10-02 0.8855891 0.0120
## 78 Branche sud aval 03 2002-10-02 0.8623910 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 0.0110
## 80 Pollard 10 2002-10-02 0.6431718 0.0110
## 81 br. sud amont 01 2002-10-02 0.8875586 0.0050
## 82 Morrison 06 2002-10-02 0.9139108 0.0050
## 83 Malt 11 2002-10-02 0.9001610 0.0080
## 84 Suggary 02 2002-10-02 0.8677686 0.0070
## 85 Pok amont 04 2002-10-31 0.7211478 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 0.0050
## 87 Branche sud aval 03 2002-10-31 0.8623910 0.0050
## 88 Sewell 08 2002-10-31 0.8037162 0.0130
## 89 Suggary 02 2002-10-31 0.8677686 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.8745174 0.0080
## 91 Dempsey 12 2002-10-31 0.8855891 0.0080
## 92 Morrison 06 2002-10-31 0.9139108 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 0.0090
## 94 Pollard 10 2002-10-31 0.6431718 0.0060
## 95 br. sud amont 01 2002-10-31 0.8875586 0.0065
## 96 Malt 11 2002-10-31 0.9001610 0.0050subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctFO_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.8511192 0.018
## 98 Dempsey 12 2021-07-28 0.9154856 0.024
## 99 Branche sud aval 03 2021-07-28 0.8878154 0.022
## 100 Sewell 08 2021-07-28 0.9101240 0.028
## 101 Waugh sanct. 07 2021-07-28 0.8362934 0.017
## 102 br. sud amont 01 2021-07-28 0.8549172 0.016
## 103 Morrison 06 2021-07-28 0.7947874 0.019
## 104 Malt 11 2021-07-28 0.8016892 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 0.026
## 106 Pollard 10 2021-07-28 0.7773585 0.051
## 107 Pok amont 04 2021-07-28 0.6323792 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 0.014
## 109 Malt 11 2021-08-31 0.7773585 0.005
## 110 Suggary 02 2021-08-31 0.6417034 0.011
## 111 Waugh sanct. 07 2021-08-31 0.8511192 0.006
## 112 Dempsey 12 2021-08-31 0.9154856 0.014
## 113 Branche sud aval 03 2021-08-31 0.8878154 0.009
## 114 Sewell 08 2021-08-31 0.9101240 0.015
## 115 Pollard 10 2021-08-31 0.8362934 0.073
## 116 br. sud amont 01 2021-08-31 0.8549172 0.016
## 117 Morrison 06 2021-08-31 0.7947874 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 0.029
## 120 Pok amont 04 2021-08-31 0.6323792 0.008
## 121 Suggary 02 2021-10-05 0.6512789 0.007
## 122 Morrison 06 2021-10-05 0.7773585 0.010
## 123 Malt 11 2021-10-05 0.6323792 0.012
## 124 Sewell 08 2021-10-05 0.6417034 0.024
## 125 Waugh sanct. 07 2021-10-05 0.8511192 0.019
## 126 Dempsey 12 2021-10-05 0.9154856 0.018
## 127 Branche sud aval 03 2021-10-05 0.8878154 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 0.025
## 129 Pollard 10 2021-10-05 0.8362934 0.037
## 130 br. sud amont 01 2021-10-05 0.8549172 0.019
## 131 Pok amont 04 2021-10-05 0.7947874 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 0.011
## 133 Malt 11 2021-10-28 0.8016892 0.009
## 134 Suggary 02 2021-10-28 0.6512789 0.009
## 135 br. sud amont 01 2021-10-28 0.7773585 0.013
## 136 Morrison 06 2021-10-28 0.9154856 0.011
## 137 Branche sud aval 03 2021-10-28 0.6323792 0.022
## 138 Sewell 08 2021-10-28 0.6417034 0.020
## 139 Waugh sanct. 07 2021-10-28 0.8511192 0.018
## 140 Dempsey 12 2021-10-28 0.8549172 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 0.018
## 143 Pollard 10 2021-10-28 0.8362934 0.033
## 144 Pok amont 04 2021-10-28 0.7947874 0.013
## 145 Pollard 10 2022-07-28 0.7773585 0.034
## 146 Morrison 06 2022-07-28 0.7947874 0.014
## 147 Malt 11 2022-07-28 0.8016892 0.008
## 148 Suggary 02 2022-07-28 0.6512789 0.009
## 149 br. sud amont 01 2022-07-28 0.8511192 0.016
## 150 Dempsey 12 2022-07-28 0.9154856 0.017
## 151 Branche sud aval 03 2022-07-28 0.6323792 0.013
## 152 Sewell 08 2022-07-28 0.6417034 0.019
## 153 Waugh sanct. 07 2022-07-28 0.8362934 0.011
## 154 Pok amont 04 2022-07-28 0.8549172 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 0.024
## 158 Pollard 10 2022-09-01 0.7773585 0.075
## 159 br. sud amont 01 2022-09-01 0.8549172 0.015
## 160 Morrison 06 2022-09-01 0.7947874 0.021
## 161 Malt 11 2022-09-01 0.8016892 0.008
## 162 Suggary 02 2022-09-01 0.6417034 0.010
## 163 Waugh sanct. 07 2022-09-01 0.8511192 0.021
## 164 Dempsey 12 2022-09-01 0.9154856 0.021
## 165 Branche sud aval 03 2022-09-01 0.6323792 0.016
## 166 Sewell 08 2022-09-01 0.9101240 0.019
## 167 Pok amont 04 2022-09-01 0.8362934 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 0.012
## 169 Sewell 08 2022-10-03 0.7773585 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 0.022
## 172 Pollard 10 2022-10-03 0.8362934 0.049
## 173 br. sud amont 01 2022-10-03 0.8549172 0.016
## 174 Morrison 06 2022-10-03 0.7947874 0.014
## 175 Malt 11 2022-10-03 0.6323792 0.007
## 176 Suggary 02 2022-10-03 0.6417034 0.005
## 177 Waugh sanct. 07 2022-10-03 0.8511192 0.013
## 178 Dempsey 12 2022-10-03 0.9154856 0.013
## 179 Branche sud aval 03 2022-10-03 0.8878154 0.009
## 180 Pok amont 04 2022-10-03 0.9101240 0.013
## 181 Branche sud aval 03 2022-11-01 0.6512789 0.013
## 182 Sewell 08 2022-11-01 0.7773585 0.021
## 183 Pok amont 04 2022-11-01 0.7947874 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 0.020
## 186 Pollard 10 2022-11-01 0.8362934 0.041
## 187 br. sud amont 01 2022-11-01 0.8549172 0.020
## 188 Morrison 06 2022-11-01 0.9154856 0.018
## 189 Malt 11 2022-11-01 0.6323792 0.009
## 190 Suggary 02 2022-11-01 0.6417034 0.010
## 191 Waugh sanct. 07 2022-11-01 0.8511192 0.017
## 192 Dempsey 12 2022-11-01 0.8878154 0.021ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Zone_forets_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctFO_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctFO_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.8875586 0.0500
## 2 Morrison 06 2001-08-01 0.9139108 0.0940
## 3 Malt 11 2001-08-01 0.9001610 0.0500
## 4 Suggary 02 2001-08-01 0.8677686 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.8745174 0.0500
## 6 Dempsey 12 2001-08-01 0.8855891 0.0500
## 7 Branche sud aval 03 2001-08-01 0.8623910 0.0500
## 8 Sewell 08 2001-08-01 0.8037162 0.1360
## 9 Pok amont 04 2001-08-01 0.7211478 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.8608491 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.6337209 0.2510
## 12 Pollard 10 2001-08-01 0.6431718 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.8608491 0.0500
## 14 Pollard 10 2001-08-28 0.6431718 0.3010
## 15 br. sud amont 01 2001-08-28 0.8875586 0.0500
## 16 Morrison 06 2001-08-28 0.9139108 0.0910
## 17 Malt 11 2001-08-28 0.9001610 0.0500
## 18 Suggary 02 2001-08-28 0.8677686 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.8745174 0.0500
## 20 Dempsey 12 2001-08-28 0.8855891 0.0500
## 21 Branche sud aval 03 2001-08-28 0.8623910 0.0500
## 22 Sewell 08 2001-08-28 0.8037162 0.1330
## 23 Pok amont 04 2001-08-28 0.7211478 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.6337209 0.2810
## 25 Pok amont 04 2001-09-26 0.7211478 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.8608491 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.6337209 0.2110
## 28 Pollard 10 2001-09-26 0.6431718 0.1845
## 29 br. sud amont 01 2001-09-26 0.8875586 0.0770
## 30 Morrison 06 2001-09-26 0.9139108 0.0500
## 31 Malt 11 2001-09-26 0.9001610 0.0500
## 32 Suggary 02 2001-09-26 0.8677686 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.8745174 0.0500
## 34 Dempsey 12 2001-09-26 0.8855891 0.0500
## 35 Branche sud aval 03 2001-09-26 0.8623910 0.0500
## 36 Sewell 08 2001-09-26 0.8037162 0.0500
## 37 Sewell 08 2001-10-31 0.8037162 0.0500
## 38 Pok amont 04 2001-10-31 0.7211478 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.8608491 0.0500
## 40 Morrison 06 2001-10-31 0.9139108 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.6337209 0.0500
## 42 Pollard 10 2001-10-31 0.6431718 0.2300
## 43 br. sud amont 01 2001-10-31 0.8875586 0.0500
## 44 Dempsey 12 2001-10-31 0.8855891 0.0500
## 45 Malt 11 2001-10-31 0.9001610 0.0500
## 46 Suggary 02 2001-10-31 0.8677686 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.8745174 0.0500
## 48 Branche sud aval 03 2001-10-31 0.8623910 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.8608491 0.0500
## 50 Branche sud aval 03 2002-07-29 0.8623910 0.0500
## 51 Sewell 08 2002-07-29 0.8037162 0.2200
## 52 Pok amont 04 2002-07-29 0.7211478 0.0700
## 53 br. sud amont 01 2002-07-29 0.8875586 0.0500
## 54 Morrison 06 2002-07-29 0.9139108 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.6337209 0.2800
## 56 Pollard 10 2002-07-29 0.6431718 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.8745174 0.0500
## 58 Dempsey 12 2002-07-29 0.8855891 0.0500
## 59 Malt 11 2002-07-29 0.9001610 0.0500
## 60 Suggary 02 2002-07-29 0.8677686 0.1900
## 61 Pok amont 04 2002-08-28 0.7211478 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.8608491 0.0500
## 63 Dempsey 12 2002-08-28 0.8855891 0.0500
## 64 Branche sud aval 03 2002-08-28 0.8623910 0.0500
## 65 Sewell 08 2002-08-28 0.8037162 0.0500
## 66 Pollard 10 2002-08-28 0.6431718 0.1800
## 67 br. sud amont 01 2002-08-28 0.8875586 0.0500
## 68 Morrison 06 2002-08-28 0.9139108 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.6337209 0.3000
## 70 Suggary 02 2002-08-28 0.8677686 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.8745174 0.0500
## 72 Malt 11 2002-08-28 0.9001610 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.8608491 0.0500
## 74 Sewell 08 2002-10-02 0.8037162 0.0500
## 75 Pok amont 04 2002-10-02 0.7211478 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.8745174 0.0500
## 77 Dempsey 12 2002-10-02 0.8855891 0.0500
## 78 Branche sud aval 03 2002-10-02 0.8623910 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.6337209 0.1900
## 80 Pollard 10 2002-10-02 0.6431718 0.1300
## 81 br. sud amont 01 2002-10-02 0.8875586 0.0500
## 82 Morrison 06 2002-10-02 0.9139108 0.0500
## 83 Malt 11 2002-10-02 0.9001610 0.0500
## 84 Suggary 02 2002-10-02 0.8677686 0.1300
## 85 Pok amont 04 2002-10-31 0.7211478 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.8608491 0.0500
## 87 Branche sud aval 03 2002-10-31 0.8623910 0.0500
## 88 Sewell 08 2002-10-31 0.8037162 0.2300
## 89 Suggary 02 2002-10-31 0.8677686 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.8745174 0.0800
## 91 Dempsey 12 2002-10-31 0.8855891 0.0500
## 92 Morrison 06 2002-10-31 0.9139108 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.6337209 0.2200
## 94 Pollard 10 2002-10-31 0.6431718 0.1900
## 95 br. sud amont 01 2002-10-31 0.8875586 0.0500
## 96 Malt 11 2002-10-31 0.9001610 0.1300subset(Period2, select=c(Station2, Date, pctFO_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctFO_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.8511192 0.11
## 98 Dempsey 12 2021-07-28 0.9154856 0.08
## 99 Branche sud aval 03 2021-07-28 0.8878154 0.05
## 100 Sewell 08 2021-07-28 0.9101240 0.17
## 101 Waugh sanct. 07 2021-07-28 0.8362934 0.06
## 102 br. sud amont 01 2021-07-28 0.8549172 0.08
## 103 Morrison 06 2021-07-28 0.7947874 0.05
## 104 Malt 11 2021-07-28 0.8016892 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.6512789 0.21
## 106 Pollard 10 2021-07-28 0.7773585 0.40
## 107 Pok amont 04 2021-07-28 0.6323792 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.6417034 0.18
## 109 Malt 11 2021-08-31 0.7773585 0.06
## 110 Suggary 02 2021-08-31 0.6417034 0.12
## 111 Waugh sanct. 07 2021-08-31 0.8511192 0.05
## 112 Dempsey 12 2021-08-31 0.9154856 0.08
## 113 Branche sud aval 03 2021-08-31 0.8878154 0.06
## 114 Sewell 08 2021-08-31 0.9101240 0.12
## 115 Pollard 10 2021-08-31 0.8362934 0.32
## 116 br. sud amont 01 2021-08-31 0.8549172 0.05
## 117 Morrison 06 2021-08-31 0.7947874 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.8016892 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.6512789 0.21
## 120 Pok amont 04 2021-08-31 0.6323792 0.10
## 121 Suggary 02 2021-10-05 0.6512789 0.17
## 122 Morrison 06 2021-10-05 0.7773585 0.06
## 123 Malt 11 2021-10-05 0.6323792 0.12
## 124 Sewell 08 2021-10-05 0.6417034 0.13
## 125 Waugh sanct. 07 2021-10-05 0.8511192 0.05
## 126 Dempsey 12 2021-10-05 0.9154856 0.09
## 127 Branche sud aval 03 2021-10-05 0.8878154 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.9101240 0.33
## 129 Pollard 10 2021-10-05 0.8362934 0.38
## 130 br. sud amont 01 2021-10-05 0.8549172 0.05
## 131 Pok amont 04 2021-10-05 0.7947874 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.8016892 0.22
## 133 Malt 11 2021-10-28 0.8016892 0.07
## 134 Suggary 02 2021-10-28 0.6512789 0.15
## 135 br. sud amont 01 2021-10-28 0.7773585 0.05
## 136 Morrison 06 2021-10-28 0.9154856 0.08
## 137 Branche sud aval 03 2021-10-28 0.6323792 0.07
## 138 Sewell 08 2021-10-28 0.6417034 0.14
## 139 Waugh sanct. 07 2021-10-28 0.8511192 0.05
## 140 Dempsey 12 2021-10-28 0.8549172 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.8878154 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.9101240 0.36
## 143 Pollard 10 2021-10-28 0.8362934 0.38
## 144 Pok amont 04 2021-10-28 0.7947874 0.13
## 145 Pollard 10 2022-07-28 0.7773585 0.40
## 146 Morrison 06 2022-07-28 0.7947874 0.08
## 147 Malt 11 2022-07-28 0.8016892 0.06
## 148 Suggary 02 2022-07-28 0.6512789 0.11
## 149 br. sud amont 01 2022-07-28 0.8511192 0.05
## 150 Dempsey 12 2022-07-28 0.9154856 0.11
## 151 Branche sud aval 03 2022-07-28 0.6323792 0.07
## 152 Sewell 08 2022-07-28 0.6417034 0.17
## 153 Waugh sanct. 07 2022-07-28 0.8362934 0.05
## 154 Pok amont 04 2022-07-28 0.8549172 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.8878154 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.9101240 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.6512789 0.26
## 158 Pollard 10 2022-09-01 0.7773585 0.53
## 159 br. sud amont 01 2022-09-01 0.8549172 0.05
## 160 Morrison 06 2022-09-01 0.7947874 0.06
## 161 Malt 11 2022-09-01 0.8016892 0.10
## 162 Suggary 02 2022-09-01 0.6417034 0.13
## 163 Waugh sanct. 07 2022-09-01 0.8511192 0.10
## 164 Dempsey 12 2022-09-01 0.9154856 0.15
## 165 Branche sud aval 03 2022-09-01 0.6323792 0.06
## 166 Sewell 08 2022-09-01 0.9101240 0.17
## 167 Pok amont 04 2022-09-01 0.8362934 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.8878154 0.12
## 169 Sewell 08 2022-10-03 0.7773585 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.8016892 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.6512789 0.27
## 172 Pollard 10 2022-10-03 0.8362934 0.50
## 173 br. sud amont 01 2022-10-03 0.8549172 0.06
## 174 Morrison 06 2022-10-03 0.7947874 0.05
## 175 Malt 11 2022-10-03 0.6323792 0.06
## 176 Suggary 02 2022-10-03 0.6417034 0.15
## 177 Waugh sanct. 07 2022-10-03 0.8511192 0.09
## 178 Dempsey 12 2022-10-03 0.9154856 0.09
## 179 Branche sud aval 03 2022-10-03 0.8878154 0.05
## 180 Pok amont 04 2022-10-03 0.9101240 0.05
## 181 Branche sud aval 03 2022-11-01 0.6512789 0.05
## 182 Sewell 08 2022-11-01 0.7773585 0.15
## 183 Pok amont 04 2022-11-01 0.7947874 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.8016892 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.9101240 0.25
## 186 Pollard 10 2022-11-01 0.8362934 0.54
## 187 br. sud amont 01 2022-11-01 0.8549172 0.07
## 188 Morrison 06 2022-11-01 0.9154856 0.09
## 189 Malt 11 2022-11-01 0.6323792 0.07
## 190 Suggary 02 2022-11-01 0.6417034 0.16
## 191 Waugh sanct. 07 2022-11-01 0.8511192 0.06
## 192 Dempsey 12 2022-11-01 0.8878154 0.11ggplot() +
geom_point(data=Period1, aes(x=pctFO_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctFO_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctFO_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctFO_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les Zones forêts",
x=" Les Zones forêts (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
WL: Terres humides
# Crée la variable pourcentage
Period1$pctWL_supdrainee_1990 = Period1$WL_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctWL_supdrainee_2020 = Period1$WL_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvTerres_humides_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctWL_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.03539823 11.5
## 2 Morrison 06 2001-08-01 0.01154856 10.2
## 3 Malt 11 2001-08-01 0.02254428 25.2
## 4 Suggary 02 2001-08-01 0.01033058 14.4
## 5 Waugh sanct. 07 2001-08-01 0.07722008 10.8
## 6 Dempsey 12 2001-08-01 0.02093476 20.4
## 7 Branche sud aval 03 2001-08-01 0.00120692 13.5
## 8 Sewell 08 2001-08-01 0.01452703 12.8
## 9 Pok amont 04 2001-08-01 0.06612601 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 9.0
## 12 Pollard 10 2001-08-01 0.01174743 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 9.3
## 14 Pollard 10 2001-08-28 0.01174743 12.0
## 15 br. sud amont 01 2001-08-28 0.03539823 10.0
## 16 Morrison 06 2001-08-28 0.01154856 NaN
## 17 Malt 11 2001-08-28 0.02254428 8.8
## 18 Suggary 02 2001-08-28 0.01033058 13.0
## 19 Waugh sanct. 07 2001-08-28 0.07722008 10.6
## 20 Dempsey 12 2001-08-28 0.02093476 13.5
## 21 Branche sud aval 03 2001-08-28 0.00120692 11.5
## 22 Sewell 08 2001-08-28 0.01452703 13.5
## 23 Pok amont 04 2001-08-28 0.06612601 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 10.9
## 25 Pok amont 04 2001-09-26 0.06612601 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 11.8
## 28 Pollard 10 2001-09-26 0.01174743 12.7
## 29 br. sud amont 01 2001-09-26 0.03539823 11.5
## 30 Morrison 06 2001-09-26 0.01154856 11.2
## 31 Malt 11 2001-09-26 0.02254428 9.3
## 32 Suggary 02 2001-09-26 0.01033058 12.9
## 33 Waugh sanct. 07 2001-09-26 0.07722008 10.4
## 34 Dempsey 12 2001-09-26 0.02093476 13.4
## 35 Branche sud aval 03 2001-09-26 0.00120692 12.0
## 36 Sewell 08 2001-09-26 0.01452703 12.9
## 37 Sewell 08 2001-10-31 0.01452703 1.4
## 38 Pok amont 04 2001-10-31 0.06612601 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 3.0
## 40 Morrison 06 2001-10-31 0.01154856 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 2.1
## 42 Pollard 10 2001-10-31 0.01174743 3.3
## 43 br. sud amont 01 2001-10-31 0.03539823 2.7
## 44 Dempsey 12 2001-10-31 0.02093476 3.9
## 45 Malt 11 2001-10-31 0.02254428 4.8
## 46 Suggary 02 2001-10-31 0.01033058 2.1
## 47 Waugh sanct. 07 2001-10-31 0.07722008 2.7
## 48 Branche sud aval 03 2001-10-31 0.00120692 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 17.5
## 50 Branche sud aval 03 2002-07-29 0.00120692 15.7
## 51 Sewell 08 2002-07-29 0.01452703 16.8
## 52 Pok amont 04 2002-07-29 0.06612601 13.3
## 53 br. sud amont 01 2002-07-29 0.03539823 14.7
## 54 Morrison 06 2002-07-29 0.01154856 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 17.4
## 56 Pollard 10 2002-07-29 0.01174743 17.0
## 57 Waugh sanct. 07 2002-07-29 0.07722008 16.4
## 58 Dempsey 12 2002-07-29 0.02093476 15.6
## 59 Malt 11 2002-07-29 0.02254428 14.9
## 60 Suggary 02 2002-07-29 0.01033058 17.9
## 61 Pok amont 04 2002-08-28 0.06612601 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 10.2
## 63 Dempsey 12 2002-08-28 0.02093476 13.2
## 64 Branche sud aval 03 2002-08-28 0.00120692 11.3
## 65 Sewell 08 2002-08-28 0.01452703 13.1
## 66 Pollard 10 2002-08-28 0.01174743 11.1
## 67 br. sud amont 01 2002-08-28 0.03539823 11.1
## 68 Morrison 06 2002-08-28 0.01154856 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 12.9
## 70 Suggary 02 2002-08-28 0.01033058 10.6
## 71 Waugh sanct. 07 2002-08-28 0.07722008 10.1
## 72 Malt 11 2002-08-28 0.02254428 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 10.7
## 74 Sewell 08 2002-10-02 0.01452703 12.7
## 75 Pok amont 04 2002-10-02 0.06612601 7.8
## 76 Waugh sanct. 07 2002-10-02 0.07722008 10.7
## 77 Dempsey 12 2002-10-02 0.02093476 11.1
## 78 Branche sud aval 03 2002-10-02 0.00120692 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 12.9
## 80 Pollard 10 2002-10-02 0.01174743 10.8
## 81 br. sud amont 01 2002-10-02 0.03539823 11.0
## 82 Morrison 06 2002-10-02 0.01154856 10.5
## 83 Malt 11 2002-10-02 0.02254428 7.8
## 84 Suggary 02 2002-10-02 0.01033058 10.3
## 85 Pok amont 04 2002-10-31 0.06612601 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 2.7
## 87 Branche sud aval 03 2002-10-31 0.00120692 NaN
## 88 Sewell 08 2002-10-31 0.01452703 1.6
## 89 Suggary 02 2002-10-31 0.01033058 2.7
## 90 Waugh sanct. 07 2002-10-31 0.07722008 2.7
## 91 Dempsey 12 2002-10-31 0.02093476 3.3
## 92 Morrison 06 2002-10-31 0.01154856 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 2.3
## 94 Pollard 10 2002-10-31 0.01174743 2.7
## 95 br. sud amont 01 2002-10-31 0.03539823 2.5
## 96 Malt 11 2002-10-31 0.02254428 4.4subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctWL_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.024986986 11.5
## 98 Dempsey 12 2021-07-28 0.009973753 16.1
## 99 Branche sud aval 03 2021-07-28 0.019323671 15.5
## 100 Sewell 08 2021-07-28 0.006198347 14.2
## 101 Waugh sanct. 07 2021-07-28 0.101930502 12.1
## 102 br. sud amont 01 2021-07-28 0.021908471 14.0
## 103 Morrison 06 2021-07-28 0.040544387 15.7
## 104 Malt 11 2021-07-28 0.012500000 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 16.9
## 106 Pollard 10 2021-07-28 0.019811321 14.6
## 107 Pok amont 04 2021-07-28 0.064847943 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 11.9
## 109 Malt 11 2021-08-31 0.019811321 12.0
## 110 Suggary 02 2021-08-31 0.009544787 11.0
## 111 Waugh sanct. 07 2021-08-31 0.024986986 12.8
## 112 Dempsey 12 2021-08-31 0.009973753 15.0
## 113 Branche sud aval 03 2021-08-31 0.019323671 15.0
## 114 Sewell 08 2021-08-31 0.006198347 14.6
## 115 Pollard 10 2021-08-31 0.101930502 15.7
## 116 br. sud amont 01 2021-08-31 0.021908471 13.7
## 117 Morrison 06 2021-08-31 0.040544387 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 16.4
## 120 Pok amont 04 2021-08-31 0.064847943 10.8
## 121 Suggary 02 2021-10-05 0.062383032 6.3
## 122 Morrison 06 2021-10-05 0.019811321 7.0
## 123 Malt 11 2021-10-05 0.064847943 8.5
## 124 Sewell 08 2021-10-05 0.009544787 8.0
## 125 Waugh sanct. 07 2021-10-05 0.024986986 9.0
## 126 Dempsey 12 2021-10-05 0.009973753 8.7
## 127 Branche sud aval 03 2021-10-05 0.019323671 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 7.9
## 129 Pollard 10 2021-10-05 0.101930502 8.7
## 130 br. sud amont 01 2021-10-05 0.021908471 7.3
## 131 Pok amont 04 2021-10-05 0.040544387 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 6.4
## 133 Malt 11 2021-10-28 0.012500000 7.1
## 134 Suggary 02 2021-10-28 0.062383032 6.7
## 135 br. sud amont 01 2021-10-28 0.019811321 7.0
## 136 Morrison 06 2021-10-28 0.009973753 6.4
## 137 Branche sud aval 03 2021-10-28 0.064847943 6.7
## 138 Sewell 08 2021-10-28 0.009544787 7.4
## 139 Waugh sanct. 07 2021-10-28 0.024986986 7.3
## 140 Dempsey 12 2021-10-28 0.021908471 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 7.2
## 143 Pollard 10 2021-10-28 0.101930502 7.5
## 144 Pok amont 04 2021-10-28 0.040544387 7.2
## 145 Pollard 10 2022-07-28 0.019811321 14.2
## 146 Morrison 06 2022-07-28 0.040544387 13.3
## 147 Malt 11 2022-07-28 0.012500000 12.9
## 148 Suggary 02 2022-07-28 0.062383032 11.4
## 149 br. sud amont 01 2022-07-28 0.024986986 14.9
## 150 Dempsey 12 2022-07-28 0.009973753 15.3
## 151 Branche sud aval 03 2022-07-28 0.064847943 15.5
## 152 Sewell 08 2022-07-28 0.009544787 15.1
## 153 Waugh sanct. 07 2022-07-28 0.101930502 13.1
## 154 Pok amont 04 2022-07-28 0.021908471 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 16.2
## 158 Pollard 10 2022-09-01 0.019811321 15.1
## 159 br. sud amont 01 2022-09-01 0.021908471 14.8
## 160 Morrison 06 2022-09-01 0.040544387 15.0
## 161 Malt 11 2022-09-01 0.012500000 12.3
## 162 Suggary 02 2022-09-01 0.009544787 11.9
## 163 Waugh sanct. 07 2022-09-01 0.024986986 14.0
## 164 Dempsey 12 2022-09-01 0.009973753 15.0
## 165 Branche sud aval 03 2022-09-01 0.064847943 16.2
## 166 Sewell 08 2022-09-01 0.006198347 15.9
## 167 Pok amont 04 2022-09-01 0.101930502 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 12.9
## 169 Sewell 08 2022-10-03 0.019811321 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 6.5
## 172 Pollard 10 2022-10-03 0.101930502 6.5
## 173 br. sud amont 01 2022-10-03 0.021908471 5.6
## 174 Morrison 06 2022-10-03 0.040544387 4.7
## 175 Malt 11 2022-10-03 0.064847943 7.9
## 176 Suggary 02 2022-10-03 0.009544787 4.5
## 177 Waugh sanct. 07 2022-10-03 0.024986986 6.3
## 178 Dempsey 12 2022-10-03 0.009973753 6.0
## 179 Branche sud aval 03 2022-10-03 0.019323671 6.2
## 180 Pok amont 04 2022-10-03 0.006198347 6.5
## 181 Branche sud aval 03 2022-11-01 0.062383032 6.5
## 182 Sewell 08 2022-11-01 0.019811321 7.1
## 183 Pok amont 04 2022-11-01 0.040544387 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 7.4
## 186 Pollard 10 2022-11-01 0.101930502 8.0
## 187 br. sud amont 01 2022-11-01 0.021908471 7.0
## 188 Morrison 06 2022-11-01 0.009973753 5.9
## 189 Malt 11 2022-11-01 0.064847943 7.6
## 190 Suggary 02 2022-11-01 0.009544787 6.5
## 191 Waugh sanct. 07 2022-11-01 0.024986986 7.3
## 192 Dempsey 12 2022-11-01 0.019323671 7.8ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Terres_humides_vs_oxygène
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctWL_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.03539823 11.30
## 2 Morrison 06 2001-08-01 0.01154856 10.60
## 3 Malt 11 2001-08-01 0.02254428 11.80
## 4 Suggary 02 2001-08-01 0.01033058 10.50
## 5 Waugh sanct. 07 2001-08-01 0.07722008 10.40
## 6 Dempsey 12 2001-08-01 0.02093476 8.10
## 7 Branche sud aval 03 2001-08-01 0.00120692 11.00
## 8 Sewell 08 2001-08-01 0.01452703 11.10
## 9 Pok amont 04 2001-08-01 0.06612601 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 12.10
## 12 Pollard 10 2001-08-01 0.01174743 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 10.60
## 14 Pollard 10 2001-08-28 0.01174743 9.60
## 15 br. sud amont 01 2001-08-28 0.03539823 10.12
## 16 Morrison 06 2001-08-28 0.01154856 NaN
## 17 Malt 11 2001-08-28 0.02254428 10.60
## 18 Suggary 02 2001-08-28 0.01033058 9.45
## 19 Waugh sanct. 07 2001-08-28 0.07722008 10.00
## 20 Dempsey 12 2001-08-28 0.02093476 8.80
## 21 Branche sud aval 03 2001-08-28 0.00120692 10.00
## 22 Sewell 08 2001-08-28 0.01452703 9.40
## 23 Pok amont 04 2001-08-28 0.06612601 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 10.00
## 25 Pok amont 04 2001-09-26 0.06612601 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 8.51
## 28 Pollard 10 2001-09-26 0.01174743 8.40
## 29 br. sud amont 01 2001-09-26 0.03539823 8.50
## 30 Morrison 06 2001-09-26 0.01154856 8.60
## 31 Malt 11 2001-09-26 0.02254428 9.00
## 32 Suggary 02 2001-09-26 0.01033058 8.44
## 33 Waugh sanct. 07 2001-09-26 0.07722008 8.62
## 34 Dempsey 12 2001-09-26 0.02093476 8.30
## 35 Branche sud aval 03 2001-09-26 0.00120692 9.20
## 36 Sewell 08 2001-09-26 0.01452703 7.92
## 37 Sewell 08 2001-10-31 0.01452703 7.70
## 38 Pok amont 04 2001-10-31 0.06612601 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 9.46
## 40 Morrison 06 2001-10-31 0.01154856 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 8.70
## 42 Pollard 10 2001-10-31 0.01174743 8.85
## 43 br. sud amont 01 2001-10-31 0.03539823 7.80
## 44 Dempsey 12 2001-10-31 0.02093476 8.43
## 45 Malt 11 2001-10-31 0.02254428 9.20
## 46 Suggary 02 2001-10-31 0.01033058 7.30
## 47 Waugh sanct. 07 2001-10-31 0.07722008 8.00
## 48 Branche sud aval 03 2001-10-31 0.00120692 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 8.01
## 50 Branche sud aval 03 2002-07-29 0.00120692 8.50
## 51 Sewell 08 2002-07-29 0.01452703 7.60
## 52 Pok amont 04 2002-07-29 0.06612601 8.17
## 53 br. sud amont 01 2002-07-29 0.03539823 8.65
## 54 Morrison 06 2002-07-29 0.01154856 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 7.10
## 56 Pollard 10 2002-07-29 0.01174743 7.45
## 57 Waugh sanct. 07 2002-07-29 0.07722008 7.90
## 58 Dempsey 12 2002-07-29 0.02093476 8.30
## 59 Malt 11 2002-07-29 0.02254428 8.90
## 60 Suggary 02 2002-07-29 0.01033058 8.20
## 61 Pok amont 04 2002-08-28 0.06612601 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 9.46
## 63 Dempsey 12 2002-08-28 0.02093476 8.20
## 64 Branche sud aval 03 2002-08-28 0.00120692 10.41
## 65 Sewell 08 2002-08-28 0.01452703 9.80
## 66 Pollard 10 2002-08-28 0.01174743 9.02
## 67 br. sud amont 01 2002-08-28 0.03539823 10.20
## 68 Morrison 06 2002-08-28 0.01154856 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 11.05
## 70 Suggary 02 2002-08-28 0.01033058 11.24
## 71 Waugh sanct. 07 2002-08-28 0.07722008 10.00
## 72 Malt 11 2002-08-28 0.02254428 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 4.42
## 74 Sewell 08 2002-10-02 0.01452703 6.84
## 75 Pok amont 04 2002-10-02 0.06612601 7.20
## 76 Waugh sanct. 07 2002-10-02 0.07722008 6.10
## 77 Dempsey 12 2002-10-02 0.02093476 5.70
## 78 Branche sud aval 03 2002-10-02 0.00120692 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 7.49
## 80 Pollard 10 2002-10-02 0.01174743 6.80
## 81 br. sud amont 01 2002-10-02 0.03539823 7.16
## 82 Morrison 06 2002-10-02 0.01154856 7.60
## 83 Malt 11 2002-10-02 0.02254428 6.40
## 84 Suggary 02 2002-10-02 0.01033058 8.08
## 85 Pok amont 04 2002-10-31 0.06612601 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 8.50
## 87 Branche sud aval 03 2002-10-31 0.00120692 NaN
## 88 Sewell 08 2002-10-31 0.01452703 8.30
## 89 Suggary 02 2002-10-31 0.01033058 8.60
## 90 Waugh sanct. 07 2002-10-31 0.07722008 7.00
## 91 Dempsey 12 2002-10-31 0.02093476 7.40
## 92 Morrison 06 2002-10-31 0.01154856 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 7.60
## 94 Pollard 10 2002-10-31 0.01174743 7.60
## 95 br. sud amont 01 2002-10-31 0.03539823 8.20
## 96 Malt 11 2002-10-31 0.02254428 8.00subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctWL_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.024986986 9.68
## 98 Dempsey 12 2021-07-28 0.009973753 9.38
## 99 Branche sud aval 03 2021-07-28 0.019323671 8.51
## 100 Sewell 08 2021-07-28 0.006198347 9.29
## 101 Waugh sanct. 07 2021-07-28 0.101930502 9.84
## 102 br. sud amont 01 2021-07-28 0.021908471 8.43
## 103 Morrison 06 2021-07-28 0.040544387 9.04
## 104 Malt 11 2021-07-28 0.012500000 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 8.70
## 106 Pollard 10 2021-07-28 0.019811321 9.81
## 107 Pok amont 04 2021-07-28 0.064847943 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 10.29
## 109 Malt 11 2021-08-31 0.019811321 11.07
## 110 Suggary 02 2021-08-31 0.009544787 10.16
## 111 Waugh sanct. 07 2021-08-31 0.024986986 10.03
## 112 Dempsey 12 2021-08-31 0.009973753 9.51
## 113 Branche sud aval 03 2021-08-31 0.019323671 8.83
## 114 Sewell 08 2021-08-31 0.006198347 8.18
## 115 Pollard 10 2021-08-31 0.101930502 8.15
## 116 br. sud amont 01 2021-08-31 0.021908471 7.94
## 117 Morrison 06 2021-08-31 0.040544387 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 8.54
## 120 Pok amont 04 2021-08-31 0.064847943 8.70
## 121 Suggary 02 2021-10-05 0.062383032 12.14
## 122 Morrison 06 2021-10-05 0.019811321 11.19
## 123 Malt 11 2021-10-05 0.064847943 10.27
## 124 Sewell 08 2021-10-05 0.009544787 11.17
## 125 Waugh sanct. 07 2021-10-05 0.024986986 10.42
## 126 Dempsey 12 2021-10-05 0.009973753 10.86
## 127 Branche sud aval 03 2021-10-05 0.019323671 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 10.87
## 129 Pollard 10 2021-10-05 0.101930502 11.29
## 130 br. sud amont 01 2021-10-05 0.021908471 10.74
## 131 Pok amont 04 2021-10-05 0.040544387 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 11.40
## 133 Malt 11 2021-10-28 0.012500000 10.50
## 134 Suggary 02 2021-10-28 0.062383032 11.68
## 135 br. sud amont 01 2021-10-28 0.019811321 10.93
## 136 Morrison 06 2021-10-28 0.009973753 11.66
## 137 Branche sud aval 03 2021-10-28 0.064847943 11.22
## 138 Sewell 08 2021-10-28 0.009544787 11.44
## 139 Waugh sanct. 07 2021-10-28 0.024986986 10.96
## 140 Dempsey 12 2021-10-28 0.021908471 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 10.41
## 143 Pollard 10 2021-10-28 0.101930502 10.54
## 144 Pok amont 04 2021-10-28 0.040544387 10.80
## 145 Pollard 10 2022-07-28 0.019811321 10.75
## 146 Morrison 06 2022-07-28 0.040544387 10.00
## 147 Malt 11 2022-07-28 0.012500000 11.60
## 148 Suggary 02 2022-07-28 0.062383032 11.40
## 149 br. sud amont 01 2022-07-28 0.024986986 8.64
## 150 Dempsey 12 2022-07-28 0.009973753 9.34
## 151 Branche sud aval 03 2022-07-28 0.064847943 9.55
## 152 Sewell 08 2022-07-28 0.009544787 9.50
## 153 Waugh sanct. 07 2022-07-28 0.101930502 9.90
## 154 Pok amont 04 2022-07-28 0.021908471 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 9.19
## 158 Pollard 10 2022-09-01 0.019811321 10.25
## 159 br. sud amont 01 2022-09-01 0.021908471 8.28
## 160 Morrison 06 2022-09-01 0.040544387 9.52
## 161 Malt 11 2022-09-01 0.012500000 11.08
## 162 Suggary 02 2022-09-01 0.009544787 10.24
## 163 Waugh sanct. 07 2022-09-01 0.024986986 9.22
## 164 Dempsey 12 2022-09-01 0.009973753 9.44
## 165 Branche sud aval 03 2022-09-01 0.064847943 8.95
## 166 Sewell 08 2022-09-01 0.006198347 9.02
## 167 Pok amont 04 2022-09-01 0.101930502 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 10.06
## 169 Sewell 08 2022-10-03 0.019811321 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 12.20
## 172 Pollard 10 2022-10-03 0.101930502 13.04
## 173 br. sud amont 01 2022-10-03 0.021908471 11.04
## 174 Morrison 06 2022-10-03 0.040544387 12.92
## 175 Malt 11 2022-10-03 0.064847943 12.67
## 176 Suggary 02 2022-10-03 0.009544787 13.13
## 177 Waugh sanct. 07 2022-10-03 0.024986986 12.07
## 178 Dempsey 12 2022-10-03 0.009973753 11.87
## 179 Branche sud aval 03 2022-10-03 0.019323671 12.21
## 180 Pok amont 04 2022-10-03 0.006198347 10.04
## 181 Branche sud aval 03 2022-11-01 0.062383032 12.07
## 182 Sewell 08 2022-11-01 0.019811321 12.13
## 183 Pok amont 04 2022-11-01 0.040544387 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 11.17
## 186 Pollard 10 2022-11-01 0.101930502 10.85
## 187 br. sud amont 01 2022-11-01 0.021908471 11.78
## 188 Morrison 06 2022-11-01 0.009973753 12.66
## 189 Malt 11 2022-11-01 0.064847943 11.63
## 190 Suggary 02 2022-11-01 0.009544787 12.35
## 191 Waugh sanct. 07 2022-11-01 0.024986986 9.42
## 192 Dempsey 12 2022-11-01 0.019323671 11.07ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'Oxygène et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Terres_humides_vs_conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctWL_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.03539823 171.0
## 2 Morrison 06 2001-08-01 0.01154856 114.0
## 3 Malt 11 2001-08-01 0.02254428 108.0
## 4 Suggary 02 2001-08-01 0.01033058 118.0
## 5 Waugh sanct. 07 2001-08-01 0.07722008 133.0
## 6 Dempsey 12 2001-08-01 0.02093476 128.0
## 7 Branche sud aval 03 2001-08-01 0.00120692 115.0
## 8 Sewell 08 2001-08-01 0.01452703 134.0
## 9 Pok amont 04 2001-08-01 0.06612601 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 100.0
## 12 Pollard 10 2001-08-01 0.01174743 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 105.0
## 14 Pollard 10 2001-08-28 0.01174743 162.0
## 15 br. sud amont 01 2001-08-28 0.03539823 177.0
## 16 Morrison 06 2001-08-28 0.01154856 115.0
## 17 Malt 11 2001-08-28 0.02254428 90.3
## 18 Suggary 02 2001-08-28 0.01033058 119.0
## 19 Waugh sanct. 07 2001-08-28 0.07722008 132.0
## 20 Dempsey 12 2001-08-28 0.02093476 129.0
## 21 Branche sud aval 03 2001-08-28 0.00120692 113.0
## 22 Sewell 08 2001-08-28 0.01452703 150.0
## 23 Pok amont 04 2001-08-28 0.06612601 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 112.0
## 25 Pok amont 04 2001-09-26 0.06612601 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 111.0
## 28 Pollard 10 2001-09-26 0.01174743 153.5
## 29 br. sud amont 01 2001-09-26 0.03539823 158.0
## 30 Morrison 06 2001-09-26 0.01154856 117.0
## 31 Malt 11 2001-09-26 0.02254428 97.7
## 32 Suggary 02 2001-09-26 0.01033058 139.0
## 33 Waugh sanct. 07 2001-09-26 0.07722008 136.0
## 34 Dempsey 12 2001-09-26 0.02093476 137.0
## 35 Branche sud aval 03 2001-09-26 0.00120692 123.0
## 36 Sewell 08 2001-09-26 0.01452703 173.0
## 37 Sewell 08 2001-10-31 0.01452703 111.0
## 38 Pok amont 04 2001-10-31 0.06612601 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 112.0
## 40 Morrison 06 2001-10-31 0.01154856 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 87.2
## 42 Pollard 10 2001-10-31 0.01174743 164.0
## 43 br. sud amont 01 2001-10-31 0.03539823 162.0
## 44 Dempsey 12 2001-10-31 0.02093476 128.0
## 45 Malt 11 2001-10-31 0.02254428 98.8
## 46 Suggary 02 2001-10-31 0.01033058 120.0
## 47 Waugh sanct. 07 2001-10-31 0.07722008 102.0
## 48 Branche sud aval 03 2001-10-31 0.00120692 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 112.0
## 50 Branche sud aval 03 2002-07-29 0.00120692 116.0
## 51 Sewell 08 2002-07-29 0.01452703 139.0
## 52 Pok amont 04 2002-07-29 0.06612601 57.1
## 53 br. sud amont 01 2002-07-29 0.03539823 148.0
## 54 Morrison 06 2002-07-29 0.01154856 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 105.0
## 56 Pollard 10 2002-07-29 0.01174743 162.0
## 57 Waugh sanct. 07 2002-07-29 0.07722008 133.0
## 58 Dempsey 12 2002-07-29 0.02093476 143.0
## 59 Malt 11 2002-07-29 0.02254428 96.6
## 60 Suggary 02 2002-07-29 0.01033058 110.0
## 61 Pok amont 04 2002-08-28 0.06612601 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 115.0
## 63 Dempsey 12 2002-08-28 0.02093476 144.0
## 64 Branche sud aval 03 2002-08-28 0.00120692 121.0
## 65 Sewell 08 2002-08-28 0.01452703 168.0
## 66 Pollard 10 2002-08-28 0.01174743 164.0
## 67 br. sud amont 01 2002-08-28 0.03539823 185.0
## 68 Morrison 06 2002-08-28 0.01154856 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 111.0
## 70 Suggary 02 2002-08-28 0.01033058 110.5
## 71 Waugh sanct. 07 2002-08-28 0.07722008 135.0
## 72 Malt 11 2002-08-28 0.02254428 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 120.0
## 74 Sewell 08 2002-10-02 0.01452703 158.0
## 75 Pok amont 04 2002-10-02 0.06612601 69.4
## 76 Waugh sanct. 07 2002-10-02 0.07722008 148.0
## 77 Dempsey 12 2002-10-02 0.02093476 145.0
## 78 Branche sud aval 03 2002-10-02 0.00120692 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 108.0
## 80 Pollard 10 2002-10-02 0.01174743 176.0
## 81 br. sud amont 01 2002-10-02 0.03539823 194.0
## 82 Morrison 06 2002-10-02 0.01154856 128.0
## 83 Malt 11 2002-10-02 0.02254428 106.0
## 84 Suggary 02 2002-10-02 0.01033058 114.0
## 85 Pok amont 04 2002-10-31 0.06612601 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 122.0
## 87 Branche sud aval 03 2002-10-31 0.00120692 126.0
## 88 Sewell 08 2002-10-31 0.01452703 120.0
## 89 Suggary 02 2002-10-31 0.01033058 118.0
## 90 Waugh sanct. 07 2002-10-31 0.07722008 129.0
## 91 Dempsey 12 2002-10-31 0.02093476 141.0
## 92 Morrison 06 2002-10-31 0.01154856 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 103.0
## 94 Pollard 10 2002-10-31 0.01174743 176.0
## 95 br. sud amont 01 2002-10-31 0.03539823 175.5
## 96 Malt 11 2002-10-31 0.02254428 107.0subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctWL_supdrainee_2020 Conductivity_microS_cm
## 97 Suggary 02 2021-07-28 0.024986986 109
## 98 Dempsey 12 2021-07-28 0.009973753 139
## 99 Branche sud aval 03 2021-07-28 0.019323671 119
## 100 Sewell 08 2021-07-28 0.006198347 131
## 101 Waugh sanct. 07 2021-07-28 0.101930502 128
## 102 br. sud amont 01 2021-07-28 0.021908471 177
## 103 Morrison 06 2021-07-28 0.040544387 122
## 104 Malt 11 2021-07-28 0.012500000 90
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 115
## 106 Pollard 10 2021-07-28 0.019811321 166
## 107 Pok amont 04 2021-07-28 0.064847943 60
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 109
## 109 Malt 11 2021-08-31 0.019811321 96
## 110 Suggary 02 2021-08-31 0.009544787 116
## 111 Waugh sanct. 07 2021-08-31 0.024986986 138
## 112 Dempsey 12 2021-08-31 0.009973753 152
## 113 Branche sud aval 03 2021-08-31 0.019323671 125
## 114 Sewell 08 2021-08-31 0.006198347 161
## 115 Pollard 10 2021-08-31 0.101930502 196
## 116 br. sud amont 01 2021-08-31 0.021908471 199
## 117 Morrison 06 2021-08-31 0.040544387 129
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 118
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 114
## 120 Pok amont 04 2021-08-31 0.064847943 70
## 121 Suggary 02 2021-10-05 0.062383032 98
## 122 Morrison 06 2021-10-05 0.019811321 114
## 123 Malt 11 2021-10-05 0.064847943 74
## 124 Sewell 08 2021-10-05 0.009544787 72
## 125 Waugh sanct. 07 2021-10-05 0.024986986 70
## 126 Dempsey 12 2021-10-05 0.009973753 96
## 127 Branche sud aval 03 2021-10-05 0.019323671 86
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 90
## 129 Pollard 10 2021-10-05 0.101930502 128
## 130 br. sud amont 01 2021-10-05 0.021908471 91
## 131 Pok amont 04 2021-10-05 0.040544387 52
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 95
## 133 Malt 11 2021-10-28 0.012500000 80
## 134 Suggary 02 2021-10-28 0.062383032 100
## 135 br. sud amont 01 2021-10-28 0.019811321 114
## 136 Morrison 06 2021-10-28 0.009973753 118
## 137 Branche sud aval 03 2021-10-28 0.064847943 97
## 138 Sewell 08 2021-10-28 0.009544787 81
## 139 Waugh sanct. 07 2021-10-28 0.024986986 88
## 140 Dempsey 12 2021-10-28 0.021908471 113
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 102
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 97
## 143 Pollard 10 2021-10-28 0.101930502 139
## 144 Pok amont 04 2021-10-28 0.040544387 54
## 145 Pollard 10 2022-07-28 0.019811321 163
## 146 Morrison 06 2022-07-28 0.040544387 119
## 147 Malt 11 2022-07-28 0.012500000 88
## 148 Suggary 02 2022-07-28 0.062383032 107
## 149 br. sud amont 01 2022-07-28 0.024986986 161
## 150 Dempsey 12 2022-07-28 0.009973753 134
## 151 Branche sud aval 03 2022-07-28 0.064847943 113
## 152 Sewell 08 2022-07-28 0.009544787 113
## 153 Waugh sanct. 07 2022-07-28 0.101930502 126
## 154 Pok amont 04 2022-07-28 0.021908471 59
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 108
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 113
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 107
## 158 Pollard 10 2022-09-01 0.019811321 178
## 159 br. sud amont 01 2022-09-01 0.021908471 180
## 160 Morrison 06 2022-09-01 0.040544387 117
## 161 Malt 11 2022-09-01 0.012500000 88
## 162 Suggary 02 2022-09-01 0.009544787 104
## 163 Waugh sanct. 07 2022-09-01 0.024986986 114
## 164 Dempsey 12 2022-09-01 0.009973753 137
## 165 Branche sud aval 03 2022-09-01 0.064847943 117
## 166 Sewell 08 2022-09-01 0.006198347 116
## 167 Pok amont 04 2022-09-01 0.101930502 63
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 108
## 169 Sewell 08 2022-10-03 0.019811321 114
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 113
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 94
## 172 Pollard 10 2022-10-03 0.101930502 179
## 173 br. sud amont 01 2022-10-03 0.021908471 182
## 174 Morrison 06 2022-10-03 0.040544387 120
## 175 Malt 11 2022-10-03 0.064847943 95
## 176 Suggary 02 2022-10-03 0.009544787 107
## 177 Waugh sanct. 07 2022-10-03 0.024986986 114
## 178 Dempsey 12 2022-10-03 0.009973753 143
## 179 Branche sud aval 03 2022-10-03 0.019323671 118
## 180 Pok amont 04 2022-10-03 0.006198347 64
## 181 Branche sud aval 03 2022-11-01 0.062383032 112
## 182 Sewell 08 2022-11-01 0.019811321 92
## 183 Pok amont 04 2022-11-01 0.040544387 69
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 112
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 92
## 186 Pollard 10 2022-11-01 0.101930502 177
## 187 br. sud amont 01 2022-11-01 0.021908471 144
## 188 Morrison 06 2022-11-01 0.009973753 125
## 189 Malt 11 2022-11-01 0.064847943 91
## 190 Suggary 02 2022-11-01 0.009544787 108
## 191 Waugh sanct. 07 2022-11-01 0.024986986 92
## 192 Dempsey 12 2022-11-01 0.019323671 136ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Terres_humides_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,pH_units))## Station2 Date pctWL_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.03539823 8.200
## 2 Morrison 06 2001-08-01 0.01154856 7.950
## 3 Malt 11 2001-08-01 0.02254428 7.860
## 4 Suggary 02 2001-08-01 0.01033058 8.020
## 5 Waugh sanct. 07 2001-08-01 0.07722008 7.970
## 6 Dempsey 12 2001-08-01 0.02093476 7.960
## 7 Branche sud aval 03 2001-08-01 0.00120692 8.030
## 8 Sewell 08 2001-08-01 0.01452703 8.020
## 9 Pok amont 04 2001-08-01 0.06612601 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 7.860
## 12 Pollard 10 2001-08-01 0.01174743 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 7.910
## 14 Pollard 10 2001-08-28 0.01174743 7.860
## 15 br. sud amont 01 2001-08-28 0.03539823 7.980
## 16 Morrison 06 2001-08-28 0.01154856 7.940
## 17 Malt 11 2001-08-28 0.02254428 7.460
## 18 Suggary 02 2001-08-28 0.01033058 7.880
## 19 Waugh sanct. 07 2001-08-28 0.07722008 7.890
## 20 Dempsey 12 2001-08-28 0.02093476 7.760
## 21 Branche sud aval 03 2001-08-28 0.00120692 7.890
## 22 Sewell 08 2001-08-28 0.01452703 7.900
## 23 Pok amont 04 2001-08-28 0.06612601 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 7.770
## 25 Pok amont 04 2001-09-26 0.06612601 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 7.870
## 28 Pollard 10 2001-09-26 0.01174743 7.850
## 29 br. sud amont 01 2001-09-26 0.03539823 8.050
## 30 Morrison 06 2001-09-26 0.01154856 8.020
## 31 Malt 11 2001-09-26 0.02254428 7.710
## 32 Suggary 02 2001-09-26 0.01033058 8.080
## 33 Waugh sanct. 07 2001-09-26 0.07722008 8.020
## 34 Dempsey 12 2001-09-26 0.02093476 7.950
## 35 Branche sud aval 03 2001-09-26 0.00120692 8.040
## 36 Sewell 08 2001-09-26 0.01452703 8.060
## 37 Sewell 08 2001-10-31 0.01452703 7.740
## 38 Pok amont 04 2001-10-31 0.06612601 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 7.950
## 40 Morrison 06 2001-10-31 0.01154856 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 7.500
## 42 Pollard 10 2001-10-31 0.01174743 7.870
## 43 br. sud amont 01 2001-10-31 0.03539823 7.960
## 44 Dempsey 12 2001-10-31 0.02093476 7.820
## 45 Malt 11 2001-10-31 0.02254428 7.530
## 46 Suggary 02 2001-10-31 0.01033058 7.650
## 47 Waugh sanct. 07 2001-10-31 0.07722008 7.410
## 48 Branche sud aval 03 2001-10-31 0.00120692 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 7.840
## 50 Branche sud aval 03 2002-07-29 0.00120692 7.870
## 51 Sewell 08 2002-07-29 0.01452703 7.840
## 52 Pok amont 04 2002-07-29 0.06612601 7.180
## 53 br. sud amont 01 2002-07-29 0.03539823 7.840
## 54 Morrison 06 2002-07-29 0.01154856 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 7.580
## 56 Pollard 10 2002-07-29 0.01174743 7.730
## 57 Waugh sanct. 07 2002-07-29 0.07722008 7.700
## 58 Dempsey 12 2002-07-29 0.02093476 7.755
## 59 Malt 11 2002-07-29 0.02254428 7.420
## 60 Suggary 02 2002-07-29 0.01033058 7.740
## 61 Pok amont 04 2002-08-28 0.06612601 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 7.800
## 63 Dempsey 12 2002-08-28 0.02093476 7.690
## 64 Branche sud aval 03 2002-08-28 0.00120692 7.850
## 65 Sewell 08 2002-08-28 0.01452703 7.920
## 66 Pollard 10 2002-08-28 0.01174743 7.730
## 67 br. sud amont 01 2002-08-28 0.03539823 8.070
## 68 Morrison 06 2002-08-28 0.01154856 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 7.790
## 70 Suggary 02 2002-08-28 0.01033058 7.815
## 71 Waugh sanct. 07 2002-08-28 0.07722008 7.750
## 72 Malt 11 2002-08-28 0.02254428 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 7.830
## 74 Sewell 08 2002-10-02 0.01452703 7.820
## 75 Pok amont 04 2002-10-02 0.06612601 7.270
## 76 Waugh sanct. 07 2002-10-02 0.07722008 7.760
## 77 Dempsey 12 2002-10-02 0.02093476 7.640
## 78 Branche sud aval 03 2002-10-02 0.00120692 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 7.650
## 80 Pollard 10 2002-10-02 0.01174743 7.720
## 81 br. sud amont 01 2002-10-02 0.03539823 7.970
## 82 Morrison 06 2002-10-02 0.01154856 7.890
## 83 Malt 11 2002-10-02 0.02254428 7.380
## 84 Suggary 02 2002-10-02 0.01033058 7.830
## 85 Pok amont 04 2002-10-31 0.06612601 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 7.820
## 87 Branche sud aval 03 2002-10-31 0.00120692 NaN
## 88 Sewell 08 2002-10-31 0.01452703 7.550
## 89 Suggary 02 2002-10-31 0.01033058 7.770
## 90 Waugh sanct. 07 2002-10-31 0.07722008 7.580
## 91 Dempsey 12 2002-10-31 0.02093476 7.690
## 92 Morrison 06 2002-10-31 0.01154856 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 7.440
## 94 Pollard 10 2002-10-31 0.01174743 7.780
## 95 br. sud amont 01 2002-10-31 0.03539823 7.865
## 96 Malt 11 2002-10-31 0.02254428 7.560subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,pH_units))## Station2 Date pctWL_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.024986986 7.5
## 98 Dempsey 12 2021-07-28 0.009973753 7.6
## 99 Branche sud aval 03 2021-07-28 0.019323671 7.6
## 100 Sewell 08 2021-07-28 0.006198347 7.7
## 101 Waugh sanct. 07 2021-07-28 0.101930502 7.6
## 102 br. sud amont 01 2021-07-28 0.021908471 7.6
## 103 Morrison 06 2021-07-28 0.040544387 7.4
## 104 Malt 11 2021-07-28 0.012500000 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 7.6
## 106 Pollard 10 2021-07-28 0.019811321 7.6
## 107 Pok amont 04 2021-07-28 0.064847943 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 7.6
## 109 Malt 11 2021-08-31 0.019811321 7.3
## 110 Suggary 02 2021-08-31 0.009544787 7.6
## 111 Waugh sanct. 07 2021-08-31 0.024986986 7.8
## 112 Dempsey 12 2021-08-31 0.009973753 7.6
## 113 Branche sud aval 03 2021-08-31 0.019323671 7.8
## 114 Sewell 08 2021-08-31 0.006198347 7.8
## 115 Pollard 10 2021-08-31 0.101930502 7.8
## 116 br. sud amont 01 2021-08-31 0.021908471 7.5
## 117 Morrison 06 2021-08-31 0.040544387 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 7.7
## 120 Pok amont 04 2021-08-31 0.064847943 7.1
## 121 Suggary 02 2021-10-05 0.062383032 7.6
## 122 Morrison 06 2021-10-05 0.019811321 7.1
## 123 Malt 11 2021-10-05 0.064847943 7.1
## 124 Sewell 08 2021-10-05 0.009544787 7.5
## 125 Waugh sanct. 07 2021-10-05 0.024986986 7.2
## 126 Dempsey 12 2021-10-05 0.009973753 7.3
## 127 Branche sud aval 03 2021-10-05 0.019323671 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 7.4
## 129 Pollard 10 2021-10-05 0.101930502 7.5
## 130 br. sud amont 01 2021-10-05 0.021908471 7.2
## 131 Pok amont 04 2021-10-05 0.040544387 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 7.2
## 133 Malt 11 2021-10-28 0.012500000 7.0
## 134 Suggary 02 2021-10-28 0.062383032 7.6
## 135 br. sud amont 01 2021-10-28 0.019811321 7.5
## 136 Morrison 06 2021-10-28 0.009973753 7.6
## 137 Branche sud aval 03 2021-10-28 0.064847943 7.6
## 138 Sewell 08 2021-10-28 0.009544787 7.5
## 139 Waugh sanct. 07 2021-10-28 0.024986986 7.5
## 140 Dempsey 12 2021-10-28 0.021908471 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 7.5
## 143 Pollard 10 2021-10-28 0.101930502 7.7
## 144 Pok amont 04 2021-10-28 0.040544387 7.5
## 145 Pollard 10 2022-07-28 0.019811321 7.7
## 146 Morrison 06 2022-07-28 0.040544387 7.8
## 147 Malt 11 2022-07-28 0.012500000 7.6
## 148 Suggary 02 2022-07-28 0.062383032 7.7
## 149 br. sud amont 01 2022-07-28 0.024986986 7.9
## 150 Dempsey 12 2022-07-28 0.009973753 7.8
## 151 Branche sud aval 03 2022-07-28 0.064847943 7.8
## 152 Sewell 08 2022-07-28 0.009544787 7.7
## 153 Waugh sanct. 07 2022-07-28 0.101930502 7.8
## 154 Pok amont 04 2022-07-28 0.021908471 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 7.8
## 158 Pollard 10 2022-09-01 0.019811321 7.8
## 159 br. sud amont 01 2022-09-01 0.021908471 8.0
## 160 Morrison 06 2022-09-01 0.040544387 8.0
## 161 Malt 11 2022-09-01 0.012500000 7.7
## 162 Suggary 02 2022-09-01 0.009544787 7.8
## 163 Waugh sanct. 07 2022-09-01 0.024986986 7.9
## 164 Dempsey 12 2022-09-01 0.009973753 7.9
## 165 Branche sud aval 03 2022-09-01 0.064847943 7.9
## 166 Sewell 08 2022-09-01 0.006198347 7.9
## 167 Pok amont 04 2022-09-01 0.101930502 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 7.8
## 169 Sewell 08 2022-10-03 0.019811321 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 7.5
## 172 Pollard 10 2022-10-03 0.101930502 7.8
## 173 br. sud amont 01 2022-10-03 0.021908471 7.9
## 174 Morrison 06 2022-10-03 0.040544387 7.9
## 175 Malt 11 2022-10-03 0.064847943 7.5
## 176 Suggary 02 2022-10-03 0.009544787 7.7
## 177 Waugh sanct. 07 2022-10-03 0.024986986 7.6
## 178 Dempsey 12 2022-10-03 0.009973753 7.7
## 179 Branche sud aval 03 2022-10-03 0.019323671 7.8
## 180 Pok amont 04 2022-10-03 0.006198347 7.1
## 181 Branche sud aval 03 2022-11-01 0.062383032 7.6
## 182 Sewell 08 2022-11-01 0.019811321 7.5
## 183 Pok amont 04 2022-11-01 0.040544387 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 7.3
## 186 Pollard 10 2022-11-01 0.101930502 7.6
## 187 br. sud amont 01 2022-11-01 0.021908471 7.5
## 188 Morrison 06 2022-11-01 0.009973753 7.8
## 189 Malt 11 2022-11-01 0.064847943 7.0
## 190 Suggary 02 2022-11-01 0.009544787 7.5
## 191 Waugh sanct. 07 2022-11-01 0.024986986 7.2
## 192 Dempsey 12 2022-11-01 0.019323671 7.4ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Terres_humides_vs_turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Turbidity_NTU))## Station2 Date pctWL_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.03539823 6.400
## 2 Morrison 06 2001-08-01 0.01154856 0.600
## 3 Malt 11 2001-08-01 0.02254428 1.600
## 4 Suggary 02 2001-08-01 0.01033058 0.700
## 5 Waugh sanct. 07 2001-08-01 0.07722008 1.200
## 6 Dempsey 12 2001-08-01 0.02093476 1.300
## 7 Branche sud aval 03 2001-08-01 0.00120692 0.500
## 8 Sewell 08 2001-08-01 0.01452703 1.500
## 9 Pok amont 04 2001-08-01 0.06612601 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 0.100
## 12 Pollard 10 2001-08-01 0.01174743 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 1.200
## 14 Pollard 10 2001-08-28 0.01174743 0.800
## 15 br. sud amont 01 2001-08-28 0.03539823 6.100
## 16 Morrison 06 2001-08-28 0.01154856 0.700
## 17 Malt 11 2001-08-28 0.02254428 0.500
## 18 Suggary 02 2001-08-28 0.01033058 3.500
## 19 Waugh sanct. 07 2001-08-28 0.07722008 1.000
## 20 Dempsey 12 2001-08-28 0.02093476 1.700
## 21 Branche sud aval 03 2001-08-28 0.00120692 0.900
## 22 Sewell 08 2001-08-28 0.01452703 6.500
## 23 Pok amont 04 2001-08-28 0.06612601 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 1.000
## 25 Pok amont 04 2001-09-26 0.06612601 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 1.200
## 28 Pollard 10 2001-09-26 0.01174743 1.150
## 29 br. sud amont 01 2001-09-26 0.03539823 44.800
## 30 Morrison 06 2001-09-26 0.01154856 0.900
## 31 Malt 11 2001-09-26 0.02254428 7.800
## 32 Suggary 02 2001-09-26 0.01033058 1.700
## 33 Waugh sanct. 07 2001-09-26 0.07722008 1.200
## 34 Dempsey 12 2001-09-26 0.02093476 1.500
## 35 Branche sud aval 03 2001-09-26 0.00120692 2.400
## 36 Sewell 08 2001-09-26 0.01452703 3.000
## 37 Sewell 08 2001-10-31 0.01452703 5.500
## 38 Pok amont 04 2001-10-31 0.06612601 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 1.000
## 40 Morrison 06 2001-10-31 0.01154856 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 1.400
## 42 Pollard 10 2001-10-31 0.01174743 0.600
## 43 br. sud amont 01 2001-10-31 0.03539823 1.100
## 44 Dempsey 12 2001-10-31 0.02093476 1.700
## 45 Malt 11 2001-10-31 0.02254428 0.800
## 46 Suggary 02 2001-10-31 0.01033058 2.050
## 47 Waugh sanct. 07 2001-10-31 0.07722008 1.200
## 48 Branche sud aval 03 2001-10-31 0.00120692 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 0.780
## 50 Branche sud aval 03 2002-07-29 0.00120692 1.170
## 51 Sewell 08 2002-07-29 0.01452703 4.960
## 52 Pok amont 04 2002-07-29 0.06612601 0.190
## 53 br. sud amont 01 2002-07-29 0.03539823 0.900
## 54 Morrison 06 2002-07-29 0.01154856 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 1.520
## 56 Pollard 10 2002-07-29 0.01174743 1.630
## 57 Waugh sanct. 07 2002-07-29 0.07722008 1.110
## 58 Dempsey 12 2002-07-29 0.02093476 1.970
## 59 Malt 11 2002-07-29 0.02254428 0.400
## 60 Suggary 02 2002-07-29 0.01033058 0.430
## 61 Pok amont 04 2002-08-28 0.06612601 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 1.320
## 63 Dempsey 12 2002-08-28 0.02093476 4.440
## 64 Branche sud aval 03 2002-08-28 0.00120692 1.150
## 65 Sewell 08 2002-08-28 0.01452703 2.960
## 66 Pollard 10 2002-08-28 0.01174743 0.950
## 67 br. sud amont 01 2002-08-28 0.03539823 0.570
## 68 Morrison 06 2002-08-28 0.01154856 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 1.340
## 70 Suggary 02 2002-08-28 0.01033058 0.820
## 71 Waugh sanct. 07 2002-08-28 0.07722008 1.510
## 72 Malt 11 2002-08-28 0.02254428 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 0.940
## 74 Sewell 08 2002-10-02 0.01452703 5.255
## 75 Pok amont 04 2002-10-02 0.06612601 0.280
## 76 Waugh sanct. 07 2002-10-02 0.07722008 1.280
## 77 Dempsey 12 2002-10-02 0.02093476 3.770
## 78 Branche sud aval 03 2002-10-02 0.00120692 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 2.110
## 80 Pollard 10 2002-10-02 0.01174743 0.690
## 81 br. sud amont 01 2002-10-02 0.03539823 0.740
## 82 Morrison 06 2002-10-02 0.01154856 0.770
## 83 Malt 11 2002-10-02 0.02254428 0.600
## 84 Suggary 02 2002-10-02 0.01033058 0.480
## 85 Pok amont 04 2002-10-31 0.06612601 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 0.870
## 87 Branche sud aval 03 2002-10-31 0.00120692 NaN
## 88 Sewell 08 2002-10-31 0.01452703 8.740
## 89 Suggary 02 2002-10-31 0.01033058 0.410
## 90 Waugh sanct. 07 2002-10-31 0.07722008 1.440
## 91 Dempsey 12 2002-10-31 0.02093476 2.880
## 92 Morrison 06 2002-10-31 0.01154856 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 1.500
## 94 Pollard 10 2002-10-31 0.01174743 1.060
## 95 br. sud amont 01 2002-10-31 0.03539823 1.220
## 96 Malt 11 2002-10-31 0.02254428 0.900subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Turbidity_NTU))## Station2 Date pctWL_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.024986986 1.2
## 98 Dempsey 12 2021-07-28 0.009973753 1.6
## 99 Branche sud aval 03 2021-07-28 0.019323671 1.8
## 100 Sewell 08 2021-07-28 0.006198347 3.5
## 101 Waugh sanct. 07 2021-07-28 0.101930502 1.1
## 102 br. sud amont 01 2021-07-28 0.021908471 2.3
## 103 Morrison 06 2021-07-28 0.040544387 1.4
## 104 Malt 11 2021-07-28 0.012500000 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 1.9
## 106 Pollard 10 2021-07-28 0.019811321 1.2
## 107 Pok amont 04 2021-07-28 0.064847943 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 1.7
## 109 Malt 11 2021-08-31 0.019811321 0.5
## 110 Suggary 02 2021-08-31 0.009544787 0.7
## 111 Waugh sanct. 07 2021-08-31 0.024986986 1.1
## 112 Dempsey 12 2021-08-31 0.009973753 1.7
## 113 Branche sud aval 03 2021-08-31 0.019323671 1.7
## 114 Sewell 08 2021-08-31 0.006198347 3.0
## 115 Pollard 10 2021-08-31 0.101930502 1.7
## 116 br. sud amont 01 2021-08-31 0.021908471 5.6
## 117 Morrison 06 2021-08-31 0.040544387 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 3.2
## 120 Pok amont 04 2021-08-31 0.064847943 1.5
## 121 Suggary 02 2021-10-05 0.062383032 0.7
## 122 Morrison 06 2021-10-05 0.019811321 1.4
## 123 Malt 11 2021-10-05 0.064847943 0.9
## 124 Sewell 08 2021-10-05 0.009544787 4.2
## 125 Waugh sanct. 07 2021-10-05 0.024986986 1.2
## 126 Dempsey 12 2021-10-05 0.009973753 1.8
## 127 Branche sud aval 03 2021-10-05 0.019323671 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 1.8
## 129 Pollard 10 2021-10-05 0.101930502 1.8
## 130 br. sud amont 01 2021-10-05 0.021908471 3.7
## 131 Pok amont 04 2021-10-05 0.040544387 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 1.4
## 133 Malt 11 2021-10-28 0.012500000 0.5
## 134 Suggary 02 2021-10-28 0.062383032 0.2
## 135 br. sud amont 01 2021-10-28 0.019811321 1.9
## 136 Morrison 06 2021-10-28 0.009973753 0.6
## 137 Branche sud aval 03 2021-10-28 0.064847943 1.3
## 138 Sewell 08 2021-10-28 0.009544787 2.8
## 139 Waugh sanct. 07 2021-10-28 0.024986986 1.0
## 140 Dempsey 12 2021-10-28 0.021908471 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 1.4
## 143 Pollard 10 2021-10-28 0.101930502 0.8
## 144 Pok amont 04 2021-10-28 0.040544387 0.6
## 145 Pollard 10 2022-07-28 0.019811321 0.4
## 146 Morrison 06 2022-07-28 0.040544387 0.7
## 147 Malt 11 2022-07-28 0.012500000 0.4
## 148 Suggary 02 2022-07-28 0.062383032 0.5
## 149 br. sud amont 01 2022-07-28 0.024986986 2.7
## 150 Dempsey 12 2022-07-28 0.009973753 1.2
## 151 Branche sud aval 03 2022-07-28 0.064847943 2.1
## 152 Sewell 08 2022-07-28 0.009544787 1.8
## 153 Waugh sanct. 07 2022-07-28 0.101930502 1.0
## 154 Pok amont 04 2022-07-28 0.021908471 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 1.9
## 158 Pollard 10 2022-09-01 0.019811321 1.3
## 159 br. sud amont 01 2022-09-01 0.021908471 3.0
## 160 Morrison 06 2022-09-01 0.040544387 2.4
## 161 Malt 11 2022-09-01 0.012500000 0.5
## 162 Suggary 02 2022-09-01 0.009544787 0.7
## 163 Waugh sanct. 07 2022-09-01 0.024986986 1.8
## 164 Dempsey 12 2022-09-01 0.009973753 2.2
## 165 Branche sud aval 03 2022-09-01 0.064847943 1.9
## 166 Sewell 08 2022-09-01 0.006198347 2.6
## 167 Pok amont 04 2022-09-01 0.101930502 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 1.4
## 169 Sewell 08 2022-10-03 0.019811321 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 1.9
## 172 Pollard 10 2022-10-03 0.101930502 0.4
## 173 br. sud amont 01 2022-10-03 0.021908471 2.8
## 174 Morrison 06 2022-10-03 0.040544387 1.0
## 175 Malt 11 2022-10-03 0.064847943 0.4
## 176 Suggary 02 2022-10-03 0.009544787 0.3
## 177 Waugh sanct. 07 2022-10-03 0.024986986 1.3
## 178 Dempsey 12 2022-10-03 0.009973753 1.3
## 179 Branche sud aval 03 2022-10-03 0.019323671 1.6
## 180 Pok amont 04 2022-10-03 0.006198347 1.5
## 181 Branche sud aval 03 2022-11-01 0.062383032 2.6
## 182 Sewell 08 2022-11-01 0.019811321 5.4
## 183 Pok amont 04 2022-11-01 0.040544387 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 2.0
## 186 Pollard 10 2022-11-01 0.101930502 0.7
## 187 br. sud amont 01 2022-11-01 0.021908471 4.8
## 188 Morrison 06 2022-11-01 0.009973753 2.8
## 189 Malt 11 2022-11-01 0.064847943 1.5
## 190 Suggary 02 2022-11-01 0.009544787 0.7
## 191 Waugh sanct. 07 2022-11-01 0.024986986 1.6
## 192 Dempsey 12 2022-11-01 0.019323671 4.2ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Terres_humides_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Colour_TCU))## Station2 Date pctWL_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.03539823 5.0
## 2 Morrison 06 2001-08-01 0.01154856 10.0
## 3 Malt 11 2001-08-01 0.02254428 10.0
## 4 Suggary 02 2001-08-01 0.01033058 5.0
## 5 Waugh sanct. 07 2001-08-01 0.07722008 20.0
## 6 Dempsey 12 2001-08-01 0.02093476 15.0
## 7 Branche sud aval 03 2001-08-01 0.00120692 5.0
## 8 Sewell 08 2001-08-01 0.01452703 5.0
## 9 Pok amont 04 2001-08-01 0.06612601 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 5.0
## 12 Pollard 10 2001-08-01 0.01174743 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 5.0
## 14 Pollard 10 2001-08-28 0.01174743 5.0
## 15 br. sud amont 01 2001-08-28 0.03539823 5.0
## 16 Morrison 06 2001-08-28 0.01154856 5.0
## 17 Malt 11 2001-08-28 0.02254428 5.0
## 18 Suggary 02 2001-08-28 0.01033058 10.0
## 19 Waugh sanct. 07 2001-08-28 0.07722008 10.0
## 20 Dempsey 12 2001-08-28 0.02093476 15.0
## 21 Branche sud aval 03 2001-08-28 0.00120692 5.0
## 22 Sewell 08 2001-08-28 0.01452703 30.0
## 23 Pok amont 04 2001-08-28 0.06612601 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 5.0
## 25 Pok amont 04 2001-09-26 0.06612601 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 15.0
## 28 Pollard 10 2001-09-26 0.01174743 20.0
## 29 br. sud amont 01 2001-09-26 0.03539823 200.0
## 30 Morrison 06 2001-09-26 0.01154856 5.0
## 31 Malt 11 2001-09-26 0.02254428 20.0
## 32 Suggary 02 2001-09-26 0.01033058 5.0
## 33 Waugh sanct. 07 2001-09-26 0.07722008 10.0
## 34 Dempsey 12 2001-09-26 0.02093476 20.0
## 35 Branche sud aval 03 2001-09-26 0.00120692 10.0
## 36 Sewell 08 2001-09-26 0.01452703 30.0
## 37 Sewell 08 2001-10-31 0.01452703 80.0
## 38 Pok amont 04 2001-10-31 0.06612601 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 20.0
## 40 Morrison 06 2001-10-31 0.01154856 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 120.0
## 42 Pollard 10 2001-10-31 0.01174743 10.0
## 43 br. sud amont 01 2001-10-31 0.03539823 30.0
## 44 Dempsey 12 2001-10-31 0.02093476 30.0
## 45 Malt 11 2001-10-31 0.02254428 10.0
## 46 Suggary 02 2001-10-31 0.01033058 30.0
## 47 Waugh sanct. 07 2001-10-31 0.07722008 100.0
## 48 Branche sud aval 03 2001-10-31 0.00120692 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 10.0
## 50 Branche sud aval 03 2002-07-29 0.00120692 15.0
## 51 Sewell 08 2002-07-29 0.01452703 40.0
## 52 Pok amont 04 2002-07-29 0.06612601 5.0
## 53 br. sud amont 01 2002-07-29 0.03539823 15.0
## 54 Morrison 06 2002-07-29 0.01154856 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 80.0
## 56 Pollard 10 2002-07-29 0.01174743 10.0
## 57 Waugh sanct. 07 2002-07-29 0.07722008 40.0
## 58 Dempsey 12 2002-07-29 0.02093476 20.0
## 59 Malt 11 2002-07-29 0.02254428 5.0
## 60 Suggary 02 2002-07-29 0.01033058 5.0
## 61 Pok amont 04 2002-08-28 0.06612601 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 20.0
## 63 Dempsey 12 2002-08-28 0.02093476 40.0
## 64 Branche sud aval 03 2002-08-28 0.00120692 15.0
## 65 Sewell 08 2002-08-28 0.01452703 40.0
## 66 Pollard 10 2002-08-28 0.01174743 10.0
## 67 br. sud amont 01 2002-08-28 0.03539823 10.0
## 68 Morrison 06 2002-08-28 0.01154856 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 20.0
## 70 Suggary 02 2002-08-28 0.01033058 7.5
## 71 Waugh sanct. 07 2002-08-28 0.07722008 30.0
## 72 Malt 11 2002-08-28 0.02254428 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 5.0
## 74 Sewell 08 2002-10-02 0.01452703 60.0
## 75 Pok amont 04 2002-10-02 0.06612601 5.0
## 76 Waugh sanct. 07 2002-10-02 0.07722008 20.0
## 77 Dempsey 12 2002-10-02 0.02093476 20.0
## 78 Branche sud aval 03 2002-10-02 0.00120692 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 60.0
## 80 Pollard 10 2002-10-02 0.01174743 10.0
## 81 br. sud amont 01 2002-10-02 0.03539823 10.0
## 82 Morrison 06 2002-10-02 0.01154856 10.0
## 83 Malt 11 2002-10-02 0.02254428 5.0
## 84 Suggary 02 2002-10-02 0.01033058 5.0
## 85 Pok amont 04 2002-10-31 0.06612601 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 20.0
## 87 Branche sud aval 03 2002-10-31 0.00120692 NaN
## 88 Sewell 08 2002-10-31 0.01452703 60.0
## 89 Suggary 02 2002-10-31 0.01033058 5.0
## 90 Waugh sanct. 07 2002-10-31 0.07722008 60.0
## 91 Dempsey 12 2002-10-31 0.02093476 30.0
## 92 Morrison 06 2002-10-31 0.01154856 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 75.0
## 94 Pollard 10 2002-10-31 0.01174743 5.0
## 95 br. sud amont 01 2002-10-31 0.03539823 30.0
## 96 Malt 11 2002-10-31 0.02254428 15.0subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Colour_TCU))## Station2 Date pctWL_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.024986986 8
## 98 Dempsey 12 2021-07-28 0.009973753 22
## 99 Branche sud aval 03 2021-07-28 0.019323671 19
## 100 Sewell 08 2021-07-28 0.006198347 34
## 101 Waugh sanct. 07 2021-07-28 0.101930502 27
## 102 br. sud amont 01 2021-07-28 0.021908471 15
## 103 Morrison 06 2021-07-28 0.040544387 14
## 104 Malt 11 2021-07-28 0.012500000 7
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 29
## 106 Pollard 10 2021-07-28 0.019811321 8
## 107 Pok amont 04 2021-07-28 0.064847943 11
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 9
## 109 Malt 11 2021-08-31 0.019811321 5
## 110 Suggary 02 2021-08-31 0.009544787 5
## 111 Waugh sanct. 07 2021-08-31 0.024986986 14
## 112 Dempsey 12 2021-08-31 0.009973753 14
## 113 Branche sud aval 03 2021-08-31 0.019323671 20
## 114 Sewell 08 2021-08-31 0.006198347 24
## 115 Pollard 10 2021-08-31 0.101930502 8
## 116 br. sud amont 01 2021-08-31 0.021908471 12
## 117 Morrison 06 2021-08-31 0.040544387 18
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 8
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 37
## 120 Pok amont 04 2021-08-31 0.064847943 10
## 121 Suggary 02 2021-10-05 0.062383032 8
## 122 Morrison 06 2021-10-05 0.019811321 22
## 123 Malt 11 2021-10-05 0.064847943 66
## 124 Sewell 08 2021-10-05 0.009544787 47
## 125 Waugh sanct. 07 2021-10-05 0.024986986 190
## 126 Dempsey 12 2021-10-05 0.009973753 55
## 127 Branche sud aval 03 2021-10-05 0.019323671 38
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 141
## 129 Pollard 10 2021-10-05 0.101930502 19
## 130 br. sud amont 01 2021-10-05 0.021908471 44
## 131 Pok amont 04 2021-10-05 0.040544387 21
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 33
## 133 Malt 11 2021-10-28 0.012500000 47
## 134 Suggary 02 2021-10-28 0.062383032 5
## 135 br. sud amont 01 2021-10-28 0.019811321 32
## 136 Morrison 06 2021-10-28 0.009973753 13
## 137 Branche sud aval 03 2021-10-28 0.064847943 22
## 138 Sewell 08 2021-10-28 0.009544787 43
## 139 Waugh sanct. 07 2021-10-28 0.024986986 130
## 140 Dempsey 12 2021-10-28 0.021908471 33
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 15
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 107
## 143 Pollard 10 2021-10-28 0.101930502 12
## 144 Pok amont 04 2021-10-28 0.040544387 13
## 145 Pollard 10 2022-07-28 0.019811321 5
## 146 Morrison 06 2022-07-28 0.040544387 7
## 147 Malt 11 2022-07-28 0.012500000 6
## 148 Suggary 02 2022-07-28 0.062383032 5
## 149 br. sud amont 01 2022-07-28 0.024986986 26
## 150 Dempsey 12 2022-07-28 0.009973753 16
## 151 Branche sud aval 03 2022-07-28 0.064847943 18
## 152 Sewell 08 2022-07-28 0.009544787 33
## 153 Waugh sanct. 07 2022-07-28 0.101930502 27
## 154 Pok amont 04 2022-07-28 0.021908471 7
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 5
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 15
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 48
## 158 Pollard 10 2022-09-01 0.019811321 23
## 159 br. sud amont 01 2022-09-01 0.021908471 23
## 160 Morrison 06 2022-09-01 0.040544387 15
## 161 Malt 11 2022-09-01 0.012500000 10
## 162 Suggary 02 2022-09-01 0.009544787 8
## 163 Waugh sanct. 07 2022-09-01 0.024986986 61
## 164 Dempsey 12 2022-09-01 0.009973753 21
## 165 Branche sud aval 03 2022-09-01 0.064847943 21
## 166 Sewell 08 2022-09-01 0.006198347 43
## 167 Pok amont 04 2022-09-01 0.101930502 14
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 41
## 169 Sewell 08 2022-10-03 0.019811321 71
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 8
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 130
## 172 Pollard 10 2022-10-03 0.101930502 10
## 173 br. sud amont 01 2022-10-03 0.021908471 20
## 174 Morrison 06 2022-10-03 0.040544387 10
## 175 Malt 11 2022-10-03 0.064847943 5
## 176 Suggary 02 2022-10-03 0.009544787 5
## 177 Waugh sanct. 07 2022-10-03 0.024986986 53
## 178 Dempsey 12 2022-10-03 0.009973753 16
## 179 Branche sud aval 03 2022-10-03 0.019323671 17
## 180 Pok amont 04 2022-10-03 0.006198347 12
## 181 Branche sud aval 03 2022-11-01 0.062383032 25
## 182 Sewell 08 2022-11-01 0.019811321 60
## 183 Pok amont 04 2022-11-01 0.040544387 11
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 21
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 148
## 186 Pollard 10 2022-11-01 0.101930502 11
## 187 br. sud amont 01 2022-11-01 0.021908471 42
## 188 Morrison 06 2022-11-01 0.009973753 13
## 189 Malt 11 2022-11-01 0.064847943 22
## 190 Suggary 02 2022-11-01 0.009544787 9
## 191 Waugh sanct. 07 2022-11-01 0.024986986 143
## 192 Dempsey 12 2022-11-01 0.019323671 28ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Terres_humides_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctWL_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.03539823
## 2 Morrison 06 2001-08-01 0.01154856
## 3 Malt 11 2001-08-01 0.02254428
## 4 Suggary 02 2001-08-01 0.01033058
## 5 Waugh sanct. 07 2001-08-01 0.07722008
## 6 Dempsey 12 2001-08-01 0.02093476
## 7 Branche sud aval 03 2001-08-01 0.00120692
## 8 Sewell 08 2001-08-01 0.01452703
## 9 Pok amont 04 2001-08-01 0.06612601
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491
## 11 McConnell Six Rd 05 2001-08-01 0.10017889
## 12 Pollard 10 2001-08-01 0.01174743
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491
## 14 Pollard 10 2001-08-28 0.01174743
## 15 br. sud amont 01 2001-08-28 0.03539823
## 16 Morrison 06 2001-08-28 0.01154856
## 17 Malt 11 2001-08-28 0.02254428
## 18 Suggary 02 2001-08-28 0.01033058
## 19 Waugh sanct. 07 2001-08-28 0.07722008
## 20 Dempsey 12 2001-08-28 0.02093476
## 21 Branche sud aval 03 2001-08-28 0.00120692
## 22 Sewell 08 2001-08-28 0.01452703
## 23 Pok amont 04 2001-08-28 0.06612601
## 24 McConnell Six Rd 05 2001-08-28 0.10017889
## 25 Pok amont 04 2001-09-26 0.06612601
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491
## 27 McConnell Six Rd 05 2001-09-26 0.10017889
## 28 Pollard 10 2001-09-26 0.01174743
## 29 br. sud amont 01 2001-09-26 0.03539823
## 30 Morrison 06 2001-09-26 0.01154856
## 31 Malt 11 2001-09-26 0.02254428
## 32 Suggary 02 2001-09-26 0.01033058
## 33 Waugh sanct. 07 2001-09-26 0.07722008
## 34 Dempsey 12 2001-09-26 0.02093476
## 35 Branche sud aval 03 2001-09-26 0.00120692
## 36 Sewell 08 2001-09-26 0.01452703
## 37 Sewell 08 2001-10-31 0.01452703
## 38 Pok amont 04 2001-10-31 0.06612601
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491
## 40 Morrison 06 2001-10-31 0.01154856
## 41 McConnell Six Rd 05 2001-10-31 0.10017889
## 42 Pollard 10 2001-10-31 0.01174743
## 43 br. sud amont 01 2001-10-31 0.03539823
## 44 Dempsey 12 2001-10-31 0.02093476
## 45 Malt 11 2001-10-31 0.02254428
## 46 Suggary 02 2001-10-31 0.01033058
## 47 Waugh sanct. 07 2001-10-31 0.07722008
## 48 Branche sud aval 03 2001-10-31 0.00120692
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491
## 50 Branche sud aval 03 2002-07-29 0.00120692
## 51 Sewell 08 2002-07-29 0.01452703
## 52 Pok amont 04 2002-07-29 0.06612601
## 53 br. sud amont 01 2002-07-29 0.03539823
## 54 Morrison 06 2002-07-29 0.01154856
## 55 McConnell Six Rd 05 2002-07-29 0.10017889
## 56 Pollard 10 2002-07-29 0.01174743
## 57 Waugh sanct. 07 2002-07-29 0.07722008
## 58 Dempsey 12 2002-07-29 0.02093476
## 59 Malt 11 2002-07-29 0.02254428
## 60 Suggary 02 2002-07-29 0.01033058
## 61 Pok amont 04 2002-08-28 0.06612601
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491
## 63 Dempsey 12 2002-08-28 0.02093476
## 64 Branche sud aval 03 2002-08-28 0.00120692
## 65 Sewell 08 2002-08-28 0.01452703
## 66 Pollard 10 2002-08-28 0.01174743
## 67 br. sud amont 01 2002-08-28 0.03539823
## 68 Morrison 06 2002-08-28 0.01154856
## 69 McConnell Six Rd 05 2002-08-28 0.10017889
## 70 Suggary 02 2002-08-28 0.01033058
## 71 Waugh sanct. 07 2002-08-28 0.07722008
## 72 Malt 11 2002-08-28 0.02254428
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491
## 74 Sewell 08 2002-10-02 0.01452703
## 75 Pok amont 04 2002-10-02 0.06612601
## 76 Waugh sanct. 07 2002-10-02 0.07722008
## 77 Dempsey 12 2002-10-02 0.02093476
## 78 Branche sud aval 03 2002-10-02 0.00120692
## 79 McConnell Six Rd 05 2002-10-02 0.10017889
## 80 Pollard 10 2002-10-02 0.01174743
## 81 br. sud amont 01 2002-10-02 0.03539823
## 82 Morrison 06 2002-10-02 0.01154856
## 83 Malt 11 2002-10-02 0.02254428
## 84 Suggary 02 2002-10-02 0.01033058
## 85 Pok amont 04 2002-10-31 0.06612601
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491
## 87 Branche sud aval 03 2002-10-31 0.00120692
## 88 Sewell 08 2002-10-31 0.01452703
## 89 Suggary 02 2002-10-31 0.01033058
## 90 Waugh sanct. 07 2002-10-31 0.07722008
## 91 Dempsey 12 2002-10-31 0.02093476
## 92 Morrison 06 2002-10-31 0.01154856
## 93 McConnell Six Rd 05 2002-10-31 0.10017889
## 94 Pollard 10 2002-10-31 0.01174743
## 95 br. sud amont 01 2002-10-31 0.03539823
## 96 Malt 11 2002-10-31 0.02254428
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctWL_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.024986986
## 98 Dempsey 12 2021-07-28 0.009973753
## 99 Branche sud aval 03 2021-07-28 0.019323671
## 100 Sewell 08 2021-07-28 0.006198347
## 101 Waugh sanct. 07 2021-07-28 0.101930502
## 102 br. sud amont 01 2021-07-28 0.021908471
## 103 Morrison 06 2021-07-28 0.040544387
## 104 Malt 11 2021-07-28 0.012500000
## 105 McConnell Six Rd 05 2021-07-28 0.062383032
## 106 Pollard 10 2021-07-28 0.019811321
## 107 Pok amont 04 2021-07-28 0.064847943
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787
## 109 Malt 11 2021-08-31 0.019811321
## 110 Suggary 02 2021-08-31 0.009544787
## 111 Waugh sanct. 07 2021-08-31 0.024986986
## 112 Dempsey 12 2021-08-31 0.009973753
## 113 Branche sud aval 03 2021-08-31 0.019323671
## 114 Sewell 08 2021-08-31 0.006198347
## 115 Pollard 10 2021-08-31 0.101930502
## 116 br. sud amont 01 2021-08-31 0.021908471
## 117 Morrison 06 2021-08-31 0.040544387
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000
## 119 McConnell Six Rd 05 2021-08-31 0.062383032
## 120 Pok amont 04 2021-08-31 0.064847943
## 121 Suggary 02 2021-10-05 0.062383032
## 122 Morrison 06 2021-10-05 0.019811321
## 123 Malt 11 2021-10-05 0.064847943
## 124 Sewell 08 2021-10-05 0.009544787
## 125 Waugh sanct. 07 2021-10-05 0.024986986
## 126 Dempsey 12 2021-10-05 0.009973753
## 127 Branche sud aval 03 2021-10-05 0.019323671
## 128 McConnell Six Rd 05 2021-10-05 0.006198347
## 129 Pollard 10 2021-10-05 0.101930502
## 130 br. sud amont 01 2021-10-05 0.021908471
## 131 Pok amont 04 2021-10-05 0.040544387
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000
## 133 Malt 11 2021-10-28 0.012500000
## 134 Suggary 02 2021-10-28 0.062383032
## 135 br. sud amont 01 2021-10-28 0.019811321
## 136 Morrison 06 2021-10-28 0.009973753
## 137 Branche sud aval 03 2021-10-28 0.064847943
## 138 Sewell 08 2021-10-28 0.009544787
## 139 Waugh sanct. 07 2021-10-28 0.024986986
## 140 Dempsey 12 2021-10-28 0.021908471
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671
## 142 McConnell Six Rd 05 2021-10-28 0.006198347
## 143 Pollard 10 2021-10-28 0.101930502
## 144 Pok amont 04 2021-10-28 0.040544387
## 145 Pollard 10 2022-07-28 0.019811321
## 146 Morrison 06 2022-07-28 0.040544387
## 147 Malt 11 2022-07-28 0.012500000
## 148 Suggary 02 2022-07-28 0.062383032
## 149 br. sud amont 01 2022-07-28 0.024986986
## 150 Dempsey 12 2022-07-28 0.009973753
## 151 Branche sud aval 03 2022-07-28 0.064847943
## 152 Sewell 08 2022-07-28 0.009544787
## 153 Waugh sanct. 07 2022-07-28 0.101930502
## 154 Pok amont 04 2022-07-28 0.021908471
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671
## 156 McConnell Six Rd 05 2022-07-28 0.006198347
## 157 McConnell Six Rd 05 2022-09-01 0.062383032
## 158 Pollard 10 2022-09-01 0.019811321
## 159 br. sud amont 01 2022-09-01 0.021908471
## 160 Morrison 06 2022-09-01 0.040544387
## 161 Malt 11 2022-09-01 0.012500000
## 162 Suggary 02 2022-09-01 0.009544787
## 163 Waugh sanct. 07 2022-09-01 0.024986986
## 164 Dempsey 12 2022-09-01 0.009973753
## 165 Branche sud aval 03 2022-09-01 0.064847943
## 166 Sewell 08 2022-09-01 0.006198347
## 167 Pok amont 04 2022-09-01 0.101930502
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671
## 169 Sewell 08 2022-10-03 0.019811321
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000
## 171 McConnell Six Rd 05 2022-10-03 0.062383032
## 172 Pollard 10 2022-10-03 0.101930502
## 173 br. sud amont 01 2022-10-03 0.021908471
## 174 Morrison 06 2022-10-03 0.040544387
## 175 Malt 11 2022-10-03 0.064847943
## 176 Suggary 02 2022-10-03 0.009544787
## 177 Waugh sanct. 07 2022-10-03 0.024986986
## 178 Dempsey 12 2022-10-03 0.009973753
## 179 Branche sud aval 03 2022-10-03 0.019323671
## 180 Pok amont 04 2022-10-03 0.006198347
## 181 Branche sud aval 03 2022-11-01 0.062383032
## 182 Sewell 08 2022-11-01 0.019811321
## 183 Pok amont 04 2022-11-01 0.040544387
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000
## 185 McConnell Six Rd 05 2022-11-01 0.006198347
## 186 Pollard 10 2022-11-01 0.101930502
## 187 br. sud amont 01 2022-11-01 0.021908471
## 188 Morrison 06 2022-11-01 0.009973753
## 189 Malt 11 2022-11-01 0.064847943
## 190 Suggary 02 2022-11-01 0.009544787
## 191 Waugh sanct. 07 2022-11-01 0.024986986
## 192 Dempsey 12 2022-11-01 0.019323671
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la COT et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Terres_humides_vs_coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctWL_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.03539823 10
## 2 Morrison 06 2001-08-01 0.01154856 80
## 3 Malt 11 2001-08-01 0.02254428 30
## 4 Suggary 02 2001-08-01 0.01033058 10
## 5 Waugh sanct. 07 2001-08-01 0.07722008 270
## 6 Dempsey 12 2001-08-01 0.02093476 50
## 7 Branche sud aval 03 2001-08-01 0.00120692 10
## 8 Sewell 08 2001-08-01 0.01452703 20
## 9 Pok amont 04 2001-08-01 0.06612601 10
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 10
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 30
## 12 Pollard 10 2001-08-01 0.01174743 110
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 10
## 14 Pollard 10 2001-08-28 0.01174743 50
## 15 br. sud amont 01 2001-08-28 0.03539823 120
## 16 Morrison 06 2001-08-28 0.01154856 90
## 17 Malt 11 2001-08-28 0.02254428 20
## 18 Suggary 02 2001-08-28 0.01033058 80
## 19 Waugh sanct. 07 2001-08-28 0.07722008 430
## 20 Dempsey 12 2001-08-28 0.02093476 20
## 21 Branche sud aval 03 2001-08-28 0.00120692 110
## 22 Sewell 08 2001-08-28 0.01452703 210
## 23 Pok amont 04 2001-08-28 0.06612601 10
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 250
## 25 Pok amont 04 2001-09-26 0.06612601 530
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 830
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 120
## 28 Pollard 10 2001-09-26 0.01174743 1240
## 29 br. sud amont 01 2001-09-26 0.03539823 2000
## 30 Morrison 06 2001-09-26 0.01154856 220
## 31 Malt 11 2001-09-26 0.02254428 150
## 32 Suggary 02 2001-09-26 0.01033058 150
## 33 Waugh sanct. 07 2001-09-26 0.07722008 590
## 34 Dempsey 12 2001-09-26 0.02093476 150
## 35 Branche sud aval 03 2001-09-26 0.00120692 660
## 36 Sewell 08 2001-09-26 0.01452703 190
## 37 Sewell 08 2001-10-31 0.01452703 140
## 38 Pok amont 04 2001-10-31 0.06612601 20
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 10
## 40 Morrison 06 2001-10-31 0.01154856 10
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 310
## 42 Pollard 10 2001-10-31 0.01174743 50
## 43 br. sud amont 01 2001-10-31 0.03539823 20
## 44 Dempsey 12 2001-10-31 0.02093476 10
## 45 Malt 11 2001-10-31 0.02254428 100
## 46 Suggary 02 2001-10-31 0.01033058 30
## 47 Waugh sanct. 07 2001-10-31 0.07722008 480
## 48 Branche sud aval 03 2001-10-31 0.00120692 30
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 10
## 50 Branche sud aval 03 2002-07-29 0.00120692 30
## 51 Sewell 08 2002-07-29 0.01452703 60
## 52 Pok amont 04 2002-07-29 0.06612601 10
## 53 br. sud amont 01 2002-07-29 0.03539823 20
## 54 Morrison 06 2002-07-29 0.01154856 10
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 10
## 56 Pollard 10 2002-07-29 0.01174743 660
## 57 Waugh sanct. 07 2002-07-29 0.07722008 80
## 58 Dempsey 12 2002-07-29 0.02093476 25
## 59 Malt 11 2002-07-29 0.02254428 10
## 60 Suggary 02 2002-07-29 0.01033058 10
## 61 Pok amont 04 2002-08-28 0.06612601 30
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 10
## 63 Dempsey 12 2002-08-28 0.02093476 10
## 64 Branche sud aval 03 2002-08-28 0.00120692 20
## 65 Sewell 08 2002-08-28 0.01452703 10
## 66 Pollard 10 2002-08-28 0.01174743 180
## 67 br. sud amont 01 2002-08-28 0.03539823 80
## 68 Morrison 06 2002-08-28 0.01154856 20
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 310
## 70 Suggary 02 2002-08-28 0.01033058 15
## 71 Waugh sanct. 07 2002-08-28 0.07722008 410
## 72 Malt 11 2002-08-28 0.02254428 30
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 10
## 74 Sewell 08 2002-10-02 0.01452703 25
## 75 Pok amont 04 2002-10-02 0.06612601 10
## 76 Waugh sanct. 07 2002-10-02 0.07722008 700
## 77 Dempsey 12 2002-10-02 0.02093476 30
## 78 Branche sud aval 03 2002-10-02 0.00120692 40
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 150
## 80 Pollard 10 2002-10-02 0.01174743 10
## 81 br. sud amont 01 2002-10-02 0.03539823 20
## 82 Morrison 06 2002-10-02 0.01154856 10
## 83 Malt 11 2002-10-02 0.02254428 90
## 84 Suggary 02 2002-10-02 0.01033058 20
## 85 Pok amont 04 2002-10-31 0.06612601 10
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 10
## 87 Branche sud aval 03 2002-10-31 0.00120692 10
## 88 Sewell 08 2002-10-31 0.01452703 10
## 89 Suggary 02 2002-10-31 0.01033058 50
## 90 Waugh sanct. 07 2002-10-31 0.07722008 40
## 91 Dempsey 12 2002-10-31 0.02093476 10
## 92 Morrison 06 2002-10-31 0.01154856 10
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 30
## 94 Pollard 10 2002-10-31 0.01174743 10
## 95 br. sud amont 01 2002-10-31 0.03539823 10
## 96 Malt 11 2002-10-31 0.02254428 10subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctWL_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.024986986 20.0
## 98 Dempsey 12 2021-07-28 0.009973753 52.0
## 99 Branche sud aval 03 2021-07-28 0.019323671 74.0
## 100 Sewell 08 2021-07-28 0.006198347 98.0
## 101 Waugh sanct. 07 2021-07-28 0.101930502 52.0
## 102 br. sud amont 01 2021-07-28 0.021908471 75.0
## 103 Morrison 06 2021-07-28 0.040544387 30.0
## 104 Malt 11 2021-07-28 0.012500000 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 75.0
## 106 Pollard 10 2021-07-28 0.019811321 98.0
## 107 Pok amont 04 2021-07-28 0.064847943 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 20.0
## 109 Malt 11 2021-08-31 0.019811321 39.3
## 110 Suggary 02 2021-08-31 0.009544787 235.9
## 111 Waugh sanct. 07 2021-08-31 0.024986986 68.3
## 112 Dempsey 12 2021-08-31 0.009973753 49.6
## 113 Branche sud aval 03 2021-08-31 0.019323671 54.5
## 114 Sewell 08 2021-08-31 0.006198347 148.3
## 115 Pollard 10 2021-08-31 0.101930502 117.8
## 116 br. sud amont 01 2021-08-31 0.021908471 72.7
## 117 Morrison 06 2021-08-31 0.040544387 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 70.3
## 120 Pok amont 04 2021-08-31 0.064847943 15.6
## 121 Suggary 02 2021-10-05 0.062383032 41.7
## 122 Morrison 06 2021-10-05 0.019811321 24.6
## 123 Malt 11 2021-10-05 0.064847943 47.1
## 124 Sewell 08 2021-10-05 0.009544787 135.4
## 125 Waugh sanct. 07 2021-10-05 0.024986986 29.5
## 126 Dempsey 12 2021-10-05 0.009973753 54.8
## 127 Branche sud aval 03 2021-10-05 0.019323671 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 95.9
## 129 Pollard 10 2021-10-05 0.101930502 62.7
## 130 br. sud amont 01 2021-10-05 0.021908471 35.5
## 131 Pok amont 04 2021-10-05 0.040544387 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 27.5
## 133 Malt 11 2021-10-28 0.012500000 16.0
## 134 Suggary 02 2021-10-28 0.062383032 7.4
## 135 br. sud amont 01 2021-10-28 0.019811321 19.9
## 136 Morrison 06 2021-10-28 0.009973753 12.1
## 137 Branche sud aval 03 2021-10-28 0.064847943 39.9
## 138 Sewell 08 2021-10-28 0.009544787 48.1
## 139 Waugh sanct. 07 2021-10-28 0.024986986 38.4
## 140 Dempsey 12 2021-10-28 0.021908471 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 29.5
## 143 Pollard 10 2021-10-28 0.101930502 34.5
## 144 Pok amont 04 2021-10-28 0.040544387 14.6
## 145 Pollard 10 2022-07-28 0.019811321 57.6
## 146 Morrison 06 2022-07-28 0.040544387 133.4
## 147 Malt 11 2022-07-28 0.012500000 70.3
## 148 Suggary 02 2022-07-28 0.062383032 27.5
## 149 br. sud amont 01 2022-07-28 0.024986986 32.7
## 150 Dempsey 12 2022-07-28 0.009973753 41.7
## 151 Branche sud aval 03 2022-07-28 0.064847943 59.8
## 152 Sewell 08 2022-07-28 0.009544787 90.6
## 153 Waugh sanct. 07 2022-07-28 0.101930502 93.3
## 154 Pok amont 04 2022-07-28 0.021908471 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 82.0
## 158 Pollard 10 2022-09-01 0.019811321 1046.2
## 159 br. sud amont 01 2022-09-01 0.021908471 114.5
## 160 Morrison 06 2022-09-01 0.040544387 686.7
## 161 Malt 11 2022-09-01 0.012500000 69.1
## 162 Suggary 02 2022-09-01 0.009544787 40.2
## 163 Waugh sanct. 07 2022-09-01 0.024986986 88.0
## 164 Dempsey 12 2022-09-01 0.009973753 248.1
## 165 Branche sud aval 03 2022-09-01 0.064847943 70.3
## 166 Sewell 08 2022-09-01 0.006198347 172.2
## 167 Pok amont 04 2022-09-01 0.101930502 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 121.1
## 169 Sewell 08 2022-10-03 0.019811321 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 59.1
## 172 Pollard 10 2022-10-03 0.101930502 24.1
## 173 br. sud amont 01 2022-10-03 0.021908471 57.6
## 174 Morrison 06 2022-10-03 0.040544387 47.4
## 175 Malt 11 2022-10-03 0.064847943 5.2
## 176 Suggary 02 2022-10-03 0.009544787 9.7
## 177 Waugh sanct. 07 2022-10-03 0.024986986 65.7
## 178 Dempsey 12 2022-10-03 0.009973753 48.0
## 179 Branche sud aval 03 2022-10-03 0.019323671 13.4
## 180 Pok amont 04 2022-10-03 0.006198347 8.4
## 181 Branche sud aval 03 2022-11-01 0.062383032 24.6
## 182 Sewell 08 2022-11-01 0.019811321 115.3
## 183 Pok amont 04 2022-11-01 0.040544387 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 72.3
## 186 Pollard 10 2022-11-01 0.101930502 20.3
## 187 br. sud amont 01 2022-11-01 0.021908471 37.3
## 188 Morrison 06 2022-11-01 0.009973753 39.9
## 189 Malt 11 2022-11-01 0.064847943 45.0
## 190 Suggary 02 2022-11-01 0.009544787 8.5
## 191 Waugh sanct. 07 2022-11-01 0.024986986 249.5
## 192 Dempsey 12 2022-11-01 0.019323671 53.8ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=log10(E.coli_MPN_100.mL),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=log10(E.coli_MPN_100.mL),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=log10(E.coli_MPN_100.mL)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le coliforme et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Terres_humides_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctWL_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.03539823 0.0080
## 2 Morrison 06 2001-08-01 0.01154856 0.0080
## 3 Malt 11 2001-08-01 0.02254428 0.0110
## 4 Suggary 02 2001-08-01 0.01033058 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.07722008 0.0150
## 6 Dempsey 12 2001-08-01 0.02093476 0.0140
## 7 Branche sud aval 03 2001-08-01 0.00120692 0.0080
## 8 Sewell 08 2001-08-01 0.01452703 0.0110
## 9 Pok amont 04 2001-08-01 0.06612601 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 0.0160
## 12 Pollard 10 2001-08-01 0.01174743 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 0.0070
## 14 Pollard 10 2001-08-28 0.01174743 0.0170
## 15 br. sud amont 01 2001-08-28 0.03539823 0.0060
## 16 Morrison 06 2001-08-28 0.01154856 0.0080
## 17 Malt 11 2001-08-28 0.02254428 0.0080
## 18 Suggary 02 2001-08-28 0.01033058 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.07722008 0.0090
## 20 Dempsey 12 2001-08-28 0.02093476 0.0110
## 21 Branche sud aval 03 2001-08-28 0.00120692 0.0070
## 22 Sewell 08 2001-08-28 0.01452703 0.0170
## 23 Pok amont 04 2001-08-28 0.06612601 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 0.0130
## 25 Pok amont 04 2001-09-26 0.06612601 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 0.0130
## 28 Pollard 10 2001-09-26 0.01174743 0.0155
## 29 br. sud amont 01 2001-09-26 0.03539823 0.0130
## 30 Morrison 06 2001-09-26 0.01154856 0.0080
## 31 Malt 11 2001-09-26 0.02254428 0.0120
## 32 Suggary 02 2001-09-26 0.01033058 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.07722008 0.0140
## 34 Dempsey 12 2001-09-26 0.02093476 0.0190
## 35 Branche sud aval 03 2001-09-26 0.00120692 0.0090
## 36 Sewell 08 2001-09-26 0.01452703 0.0120
## 37 Sewell 08 2001-10-31 0.01452703 0.0120
## 38 Pok amont 04 2001-10-31 0.06612601 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 0.0050
## 40 Morrison 06 2001-10-31 0.01154856 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 0.0110
## 42 Pollard 10 2001-10-31 0.01174743 0.0080
## 43 br. sud amont 01 2001-10-31 0.03539823 0.0050
## 44 Dempsey 12 2001-10-31 0.02093476 0.0090
## 45 Malt 11 2001-10-31 0.02254428 0.0070
## 46 Suggary 02 2001-10-31 0.01033058 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.07722008 0.0120
## 48 Branche sud aval 03 2001-10-31 0.00120692 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 0.0050
## 50 Branche sud aval 03 2002-07-29 0.00120692 0.0070
## 51 Sewell 08 2002-07-29 0.01452703 0.0200
## 52 Pok amont 04 2002-07-29 0.06612601 0.0060
## 53 br. sud amont 01 2002-07-29 0.03539823 0.0060
## 54 Morrison 06 2002-07-29 0.01154856 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 0.0130
## 56 Pollard 10 2002-07-29 0.01174743 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.07722008 0.0120
## 58 Dempsey 12 2002-07-29 0.02093476 0.0100
## 59 Malt 11 2002-07-29 0.02254428 0.0090
## 60 Suggary 02 2002-07-29 0.01033058 0.0070
## 61 Pok amont 04 2002-08-28 0.06612601 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 0.0090
## 63 Dempsey 12 2002-08-28 0.02093476 0.0130
## 64 Branche sud aval 03 2002-08-28 0.00120692 0.0080
## 65 Sewell 08 2002-08-28 0.01452703 0.0100
## 66 Pollard 10 2002-08-28 0.01174743 0.0160
## 67 br. sud amont 01 2002-08-28 0.03539823 0.0070
## 68 Morrison 06 2002-08-28 0.01154856 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 0.0140
## 70 Suggary 02 2002-08-28 0.01033058 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.07722008 0.0130
## 72 Malt 11 2002-08-28 0.02254428 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 0.0070
## 74 Sewell 08 2002-10-02 0.01452703 0.0155
## 75 Pok amont 04 2002-10-02 0.06612601 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.07722008 0.0090
## 77 Dempsey 12 2002-10-02 0.02093476 0.0120
## 78 Branche sud aval 03 2002-10-02 0.00120692 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 0.0110
## 80 Pollard 10 2002-10-02 0.01174743 0.0110
## 81 br. sud amont 01 2002-10-02 0.03539823 0.0050
## 82 Morrison 06 2002-10-02 0.01154856 0.0050
## 83 Malt 11 2002-10-02 0.02254428 0.0080
## 84 Suggary 02 2002-10-02 0.01033058 0.0070
## 85 Pok amont 04 2002-10-31 0.06612601 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 0.0050
## 87 Branche sud aval 03 2002-10-31 0.00120692 0.0050
## 88 Sewell 08 2002-10-31 0.01452703 0.0130
## 89 Suggary 02 2002-10-31 0.01033058 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.07722008 0.0080
## 91 Dempsey 12 2002-10-31 0.02093476 0.0080
## 92 Morrison 06 2002-10-31 0.01154856 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 0.0090
## 94 Pollard 10 2002-10-31 0.01174743 0.0060
## 95 br. sud amont 01 2002-10-31 0.03539823 0.0065
## 96 Malt 11 2002-10-31 0.02254428 0.0050subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctWL_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.024986986 0.018
## 98 Dempsey 12 2021-07-28 0.009973753 0.024
## 99 Branche sud aval 03 2021-07-28 0.019323671 0.022
## 100 Sewell 08 2021-07-28 0.006198347 0.028
## 101 Waugh sanct. 07 2021-07-28 0.101930502 0.017
## 102 br. sud amont 01 2021-07-28 0.021908471 0.016
## 103 Morrison 06 2021-07-28 0.040544387 0.019
## 104 Malt 11 2021-07-28 0.012500000 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 0.026
## 106 Pollard 10 2021-07-28 0.019811321 0.051
## 107 Pok amont 04 2021-07-28 0.064847943 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 0.014
## 109 Malt 11 2021-08-31 0.019811321 0.005
## 110 Suggary 02 2021-08-31 0.009544787 0.011
## 111 Waugh sanct. 07 2021-08-31 0.024986986 0.006
## 112 Dempsey 12 2021-08-31 0.009973753 0.014
## 113 Branche sud aval 03 2021-08-31 0.019323671 0.009
## 114 Sewell 08 2021-08-31 0.006198347 0.015
## 115 Pollard 10 2021-08-31 0.101930502 0.073
## 116 br. sud amont 01 2021-08-31 0.021908471 0.016
## 117 Morrison 06 2021-08-31 0.040544387 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 0.029
## 120 Pok amont 04 2021-08-31 0.064847943 0.008
## 121 Suggary 02 2021-10-05 0.062383032 0.007
## 122 Morrison 06 2021-10-05 0.019811321 0.010
## 123 Malt 11 2021-10-05 0.064847943 0.012
## 124 Sewell 08 2021-10-05 0.009544787 0.024
## 125 Waugh sanct. 07 2021-10-05 0.024986986 0.019
## 126 Dempsey 12 2021-10-05 0.009973753 0.018
## 127 Branche sud aval 03 2021-10-05 0.019323671 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 0.025
## 129 Pollard 10 2021-10-05 0.101930502 0.037
## 130 br. sud amont 01 2021-10-05 0.021908471 0.019
## 131 Pok amont 04 2021-10-05 0.040544387 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 0.011
## 133 Malt 11 2021-10-28 0.012500000 0.009
## 134 Suggary 02 2021-10-28 0.062383032 0.009
## 135 br. sud amont 01 2021-10-28 0.019811321 0.013
## 136 Morrison 06 2021-10-28 0.009973753 0.011
## 137 Branche sud aval 03 2021-10-28 0.064847943 0.022
## 138 Sewell 08 2021-10-28 0.009544787 0.020
## 139 Waugh sanct. 07 2021-10-28 0.024986986 0.018
## 140 Dempsey 12 2021-10-28 0.021908471 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 0.018
## 143 Pollard 10 2021-10-28 0.101930502 0.033
## 144 Pok amont 04 2021-10-28 0.040544387 0.013
## 145 Pollard 10 2022-07-28 0.019811321 0.034
## 146 Morrison 06 2022-07-28 0.040544387 0.014
## 147 Malt 11 2022-07-28 0.012500000 0.008
## 148 Suggary 02 2022-07-28 0.062383032 0.009
## 149 br. sud amont 01 2022-07-28 0.024986986 0.016
## 150 Dempsey 12 2022-07-28 0.009973753 0.017
## 151 Branche sud aval 03 2022-07-28 0.064847943 0.013
## 152 Sewell 08 2022-07-28 0.009544787 0.019
## 153 Waugh sanct. 07 2022-07-28 0.101930502 0.011
## 154 Pok amont 04 2022-07-28 0.021908471 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 0.024
## 158 Pollard 10 2022-09-01 0.019811321 0.075
## 159 br. sud amont 01 2022-09-01 0.021908471 0.015
## 160 Morrison 06 2022-09-01 0.040544387 0.021
## 161 Malt 11 2022-09-01 0.012500000 0.008
## 162 Suggary 02 2022-09-01 0.009544787 0.010
## 163 Waugh sanct. 07 2022-09-01 0.024986986 0.021
## 164 Dempsey 12 2022-09-01 0.009973753 0.021
## 165 Branche sud aval 03 2022-09-01 0.064847943 0.016
## 166 Sewell 08 2022-09-01 0.006198347 0.019
## 167 Pok amont 04 2022-09-01 0.101930502 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 0.012
## 169 Sewell 08 2022-10-03 0.019811321 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 0.022
## 172 Pollard 10 2022-10-03 0.101930502 0.049
## 173 br. sud amont 01 2022-10-03 0.021908471 0.016
## 174 Morrison 06 2022-10-03 0.040544387 0.014
## 175 Malt 11 2022-10-03 0.064847943 0.007
## 176 Suggary 02 2022-10-03 0.009544787 0.005
## 177 Waugh sanct. 07 2022-10-03 0.024986986 0.013
## 178 Dempsey 12 2022-10-03 0.009973753 0.013
## 179 Branche sud aval 03 2022-10-03 0.019323671 0.009
## 180 Pok amont 04 2022-10-03 0.006198347 0.013
## 181 Branche sud aval 03 2022-11-01 0.062383032 0.013
## 182 Sewell 08 2022-11-01 0.019811321 0.021
## 183 Pok amont 04 2022-11-01 0.040544387 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 0.020
## 186 Pollard 10 2022-11-01 0.101930502 0.041
## 187 br. sud amont 01 2022-11-01 0.021908471 0.020
## 188 Morrison 06 2022-11-01 0.009973753 0.018
## 189 Malt 11 2022-11-01 0.064847943 0.009
## 190 Suggary 02 2022-11-01 0.009544787 0.010
## 191 Waugh sanct. 07 2022-11-01 0.024986986 0.017
## 192 Dempsey 12 2022-11-01 0.019323671 0.021ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Terres_humides_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctWL_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctWL_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.03539823 0.0500
## 2 Morrison 06 2001-08-01 0.01154856 0.0940
## 3 Malt 11 2001-08-01 0.02254428 0.0500
## 4 Suggary 02 2001-08-01 0.01033058 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.07722008 0.0500
## 6 Dempsey 12 2001-08-01 0.02093476 0.0500
## 7 Branche sud aval 03 2001-08-01 0.00120692 0.0500
## 8 Sewell 08 2001-08-01 0.01452703 0.1360
## 9 Pok amont 04 2001-08-01 0.06612601 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.02358491 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.10017889 0.2510
## 12 Pollard 10 2001-08-01 0.01174743 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.02358491 0.0500
## 14 Pollard 10 2001-08-28 0.01174743 0.3010
## 15 br. sud amont 01 2001-08-28 0.03539823 0.0500
## 16 Morrison 06 2001-08-28 0.01154856 0.0910
## 17 Malt 11 2001-08-28 0.02254428 0.0500
## 18 Suggary 02 2001-08-28 0.01033058 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.07722008 0.0500
## 20 Dempsey 12 2001-08-28 0.02093476 0.0500
## 21 Branche sud aval 03 2001-08-28 0.00120692 0.0500
## 22 Sewell 08 2001-08-28 0.01452703 0.1330
## 23 Pok amont 04 2001-08-28 0.06612601 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.10017889 0.2810
## 25 Pok amont 04 2001-09-26 0.06612601 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.02358491 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.10017889 0.2110
## 28 Pollard 10 2001-09-26 0.01174743 0.1845
## 29 br. sud amont 01 2001-09-26 0.03539823 0.0770
## 30 Morrison 06 2001-09-26 0.01154856 0.0500
## 31 Malt 11 2001-09-26 0.02254428 0.0500
## 32 Suggary 02 2001-09-26 0.01033058 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.07722008 0.0500
## 34 Dempsey 12 2001-09-26 0.02093476 0.0500
## 35 Branche sud aval 03 2001-09-26 0.00120692 0.0500
## 36 Sewell 08 2001-09-26 0.01452703 0.0500
## 37 Sewell 08 2001-10-31 0.01452703 0.0500
## 38 Pok amont 04 2001-10-31 0.06612601 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.02358491 0.0500
## 40 Morrison 06 2001-10-31 0.01154856 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.10017889 0.0500
## 42 Pollard 10 2001-10-31 0.01174743 0.2300
## 43 br. sud amont 01 2001-10-31 0.03539823 0.0500
## 44 Dempsey 12 2001-10-31 0.02093476 0.0500
## 45 Malt 11 2001-10-31 0.02254428 0.0500
## 46 Suggary 02 2001-10-31 0.01033058 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.07722008 0.0500
## 48 Branche sud aval 03 2001-10-31 0.00120692 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.02358491 0.0500
## 50 Branche sud aval 03 2002-07-29 0.00120692 0.0500
## 51 Sewell 08 2002-07-29 0.01452703 0.2200
## 52 Pok amont 04 2002-07-29 0.06612601 0.0700
## 53 br. sud amont 01 2002-07-29 0.03539823 0.0500
## 54 Morrison 06 2002-07-29 0.01154856 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.10017889 0.2800
## 56 Pollard 10 2002-07-29 0.01174743 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.07722008 0.0500
## 58 Dempsey 12 2002-07-29 0.02093476 0.0500
## 59 Malt 11 2002-07-29 0.02254428 0.0500
## 60 Suggary 02 2002-07-29 0.01033058 0.1900
## 61 Pok amont 04 2002-08-28 0.06612601 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.02358491 0.0500
## 63 Dempsey 12 2002-08-28 0.02093476 0.0500
## 64 Branche sud aval 03 2002-08-28 0.00120692 0.0500
## 65 Sewell 08 2002-08-28 0.01452703 0.0500
## 66 Pollard 10 2002-08-28 0.01174743 0.1800
## 67 br. sud amont 01 2002-08-28 0.03539823 0.0500
## 68 Morrison 06 2002-08-28 0.01154856 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.10017889 0.3000
## 70 Suggary 02 2002-08-28 0.01033058 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.07722008 0.0500
## 72 Malt 11 2002-08-28 0.02254428 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.02358491 0.0500
## 74 Sewell 08 2002-10-02 0.01452703 0.0500
## 75 Pok amont 04 2002-10-02 0.06612601 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.07722008 0.0500
## 77 Dempsey 12 2002-10-02 0.02093476 0.0500
## 78 Branche sud aval 03 2002-10-02 0.00120692 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.10017889 0.1900
## 80 Pollard 10 2002-10-02 0.01174743 0.1300
## 81 br. sud amont 01 2002-10-02 0.03539823 0.0500
## 82 Morrison 06 2002-10-02 0.01154856 0.0500
## 83 Malt 11 2002-10-02 0.02254428 0.0500
## 84 Suggary 02 2002-10-02 0.01033058 0.1300
## 85 Pok amont 04 2002-10-31 0.06612601 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.02358491 0.0500
## 87 Branche sud aval 03 2002-10-31 0.00120692 0.0500
## 88 Sewell 08 2002-10-31 0.01452703 0.2300
## 89 Suggary 02 2002-10-31 0.01033058 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.07722008 0.0800
## 91 Dempsey 12 2002-10-31 0.02093476 0.0500
## 92 Morrison 06 2002-10-31 0.01154856 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.10017889 0.2200
## 94 Pollard 10 2002-10-31 0.01174743 0.1900
## 95 br. sud amont 01 2002-10-31 0.03539823 0.0500
## 96 Malt 11 2002-10-31 0.02254428 0.1300subset(Period2, select=c(Station2, Date, pctWL_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctWL_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.024986986 0.11
## 98 Dempsey 12 2021-07-28 0.009973753 0.08
## 99 Branche sud aval 03 2021-07-28 0.019323671 0.05
## 100 Sewell 08 2021-07-28 0.006198347 0.17
## 101 Waugh sanct. 07 2021-07-28 0.101930502 0.06
## 102 br. sud amont 01 2021-07-28 0.021908471 0.08
## 103 Morrison 06 2021-07-28 0.040544387 0.05
## 104 Malt 11 2021-07-28 0.012500000 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.062383032 0.21
## 106 Pollard 10 2021-07-28 0.019811321 0.40
## 107 Pok amont 04 2021-07-28 0.064847943 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.009544787 0.18
## 109 Malt 11 2021-08-31 0.019811321 0.06
## 110 Suggary 02 2021-08-31 0.009544787 0.12
## 111 Waugh sanct. 07 2021-08-31 0.024986986 0.05
## 112 Dempsey 12 2021-08-31 0.009973753 0.08
## 113 Branche sud aval 03 2021-08-31 0.019323671 0.06
## 114 Sewell 08 2021-08-31 0.006198347 0.12
## 115 Pollard 10 2021-08-31 0.101930502 0.32
## 116 br. sud amont 01 2021-08-31 0.021908471 0.05
## 117 Morrison 06 2021-08-31 0.040544387 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.012500000 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.062383032 0.21
## 120 Pok amont 04 2021-08-31 0.064847943 0.10
## 121 Suggary 02 2021-10-05 0.062383032 0.17
## 122 Morrison 06 2021-10-05 0.019811321 0.06
## 123 Malt 11 2021-10-05 0.064847943 0.12
## 124 Sewell 08 2021-10-05 0.009544787 0.13
## 125 Waugh sanct. 07 2021-10-05 0.024986986 0.05
## 126 Dempsey 12 2021-10-05 0.009973753 0.09
## 127 Branche sud aval 03 2021-10-05 0.019323671 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.006198347 0.33
## 129 Pollard 10 2021-10-05 0.101930502 0.38
## 130 br. sud amont 01 2021-10-05 0.021908471 0.05
## 131 Pok amont 04 2021-10-05 0.040544387 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.012500000 0.22
## 133 Malt 11 2021-10-28 0.012500000 0.07
## 134 Suggary 02 2021-10-28 0.062383032 0.15
## 135 br. sud amont 01 2021-10-28 0.019811321 0.05
## 136 Morrison 06 2021-10-28 0.009973753 0.08
## 137 Branche sud aval 03 2021-10-28 0.064847943 0.07
## 138 Sewell 08 2021-10-28 0.009544787 0.14
## 139 Waugh sanct. 07 2021-10-28 0.024986986 0.05
## 140 Dempsey 12 2021-10-28 0.021908471 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.019323671 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.006198347 0.36
## 143 Pollard 10 2021-10-28 0.101930502 0.38
## 144 Pok amont 04 2021-10-28 0.040544387 0.13
## 145 Pollard 10 2022-07-28 0.019811321 0.40
## 146 Morrison 06 2022-07-28 0.040544387 0.08
## 147 Malt 11 2022-07-28 0.012500000 0.06
## 148 Suggary 02 2022-07-28 0.062383032 0.11
## 149 br. sud amont 01 2022-07-28 0.024986986 0.05
## 150 Dempsey 12 2022-07-28 0.009973753 0.11
## 151 Branche sud aval 03 2022-07-28 0.064847943 0.07
## 152 Sewell 08 2022-07-28 0.009544787 0.17
## 153 Waugh sanct. 07 2022-07-28 0.101930502 0.05
## 154 Pok amont 04 2022-07-28 0.021908471 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.019323671 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.006198347 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.062383032 0.26
## 158 Pollard 10 2022-09-01 0.019811321 0.53
## 159 br. sud amont 01 2022-09-01 0.021908471 0.05
## 160 Morrison 06 2022-09-01 0.040544387 0.06
## 161 Malt 11 2022-09-01 0.012500000 0.10
## 162 Suggary 02 2022-09-01 0.009544787 0.13
## 163 Waugh sanct. 07 2022-09-01 0.024986986 0.10
## 164 Dempsey 12 2022-09-01 0.009973753 0.15
## 165 Branche sud aval 03 2022-09-01 0.064847943 0.06
## 166 Sewell 08 2022-09-01 0.006198347 0.17
## 167 Pok amont 04 2022-09-01 0.101930502 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.019323671 0.12
## 169 Sewell 08 2022-10-03 0.019811321 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.012500000 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.062383032 0.27
## 172 Pollard 10 2022-10-03 0.101930502 0.50
## 173 br. sud amont 01 2022-10-03 0.021908471 0.06
## 174 Morrison 06 2022-10-03 0.040544387 0.05
## 175 Malt 11 2022-10-03 0.064847943 0.06
## 176 Suggary 02 2022-10-03 0.009544787 0.15
## 177 Waugh sanct. 07 2022-10-03 0.024986986 0.09
## 178 Dempsey 12 2022-10-03 0.009973753 0.09
## 179 Branche sud aval 03 2022-10-03 0.019323671 0.05
## 180 Pok amont 04 2022-10-03 0.006198347 0.05
## 181 Branche sud aval 03 2022-11-01 0.062383032 0.05
## 182 Sewell 08 2022-11-01 0.019811321 0.15
## 183 Pok amont 04 2022-11-01 0.040544387 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.012500000 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.006198347 0.25
## 186 Pollard 10 2022-11-01 0.101930502 0.54
## 187 br. sud amont 01 2022-11-01 0.021908471 0.07
## 188 Morrison 06 2022-11-01 0.009973753 0.09
## 189 Malt 11 2022-11-01 0.064847943 0.07
## 190 Suggary 02 2022-11-01 0.009544787 0.16
## 191 Waugh sanct. 07 2022-11-01 0.024986986 0.06
## 192 Dempsey 12 2022-11-01 0.019323671 0.11ggplot() +
geom_point(data=Period1, aes(x=pctWL_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctWL_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctWL_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctWL_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les Terres humides",
x=" Les Terres humides (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Somme_ordre_1.5: Sommes des ordres
# Crée la variable pourcentage
Period1$pctSomme_ordre_1.5 = Period1$Somme_ordre_1.5 /
Period1$sup_drainee_km2_sbv
#Period2$pctWL_supdrainee_2020 = Period1$WL_km2_supdrainee_2020 /
#Period1$sup_drainee_km2_sbvSomme_ordre_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Temp_eau_YSI_degC))## Station2 Date pctSomme_ordre_1.5 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 1214.4196 11.5
## 2 Morrison 06 2001-08-01 726.6667 10.2
## 3 Malt 11 2001-08-01 1116.1031 25.2
## 4 Suggary 02 2001-08-01 1205.3719 14.4
## 5 Waugh sanct. 07 2001-08-01 864.2857 10.8
## 6 Dempsey 12 2001-08-01 1127.0691 20.4
## 7 Branche sud aval 03 2001-08-01 1138.6319 13.5
## 8 Sewell 08 2001-08-01 1170.8108 12.8
## 9 Pok amont 04 2001-08-01 653.2751 11.4
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 14.5
## 11 McConnell Six Rd 05 2001-08-01 985.1521 9.0
## 12 Pollard 10 2001-08-01 1110.4258 15.1
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 9.3
## 14 Pollard 10 2001-08-28 1110.4258 12.0
## 15 br. sud amont 01 2001-08-28 1214.4196 10.0
## 16 Morrison 06 2001-08-28 726.6667 NaN
## 17 Malt 11 2001-08-28 1116.1031 8.8
## 18 Suggary 02 2001-08-28 1205.3719 13.0
## 19 Waugh sanct. 07 2001-08-28 864.2857 10.6
## 20 Dempsey 12 2001-08-28 1127.0691 13.5
## 21 Branche sud aval 03 2001-08-28 1138.6319 11.5
## 22 Sewell 08 2001-08-28 1170.8108 13.5
## 23 Pok amont 04 2001-08-28 653.2751 8.4
## 24 McConnell Six Rd 05 2001-08-28 985.1521 10.9
## 25 Pok amont 04 2001-09-26 653.2751 9.8
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 10.7
## 27 McConnell Six Rd 05 2001-09-26 985.1521 11.8
## 28 Pollard 10 2001-09-26 1110.4258 12.7
## 29 br. sud amont 01 2001-09-26 1214.4196 11.5
## 30 Morrison 06 2001-09-26 726.6667 11.2
## 31 Malt 11 2001-09-26 1116.1031 9.3
## 32 Suggary 02 2001-09-26 1205.3719 12.9
## 33 Waugh sanct. 07 2001-09-26 864.2857 10.4
## 34 Dempsey 12 2001-09-26 1127.0691 13.4
## 35 Branche sud aval 03 2001-09-26 1138.6319 12.0
## 36 Sewell 08 2001-09-26 1170.8108 12.9
## 37 Sewell 08 2001-10-31 1170.8108 1.4
## 38 Pok amont 04 2001-10-31 653.2751 4.8
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 3.0
## 40 Morrison 06 2001-10-31 726.6667 1.8
## 41 McConnell Six Rd 05 2001-10-31 985.1521 2.1
## 42 Pollard 10 2001-10-31 1110.4258 3.3
## 43 br. sud amont 01 2001-10-31 1214.4196 2.7
## 44 Dempsey 12 2001-10-31 1127.0691 3.9
## 45 Malt 11 2001-10-31 1116.1031 4.8
## 46 Suggary 02 2001-10-31 1205.3719 2.1
## 47 Waugh sanct. 07 2001-10-31 864.2857 2.7
## 48 Branche sud aval 03 2001-10-31 1138.6319 2.3
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 17.5
## 50 Branche sud aval 03 2002-07-29 1138.6319 15.7
## 51 Sewell 08 2002-07-29 1170.8108 16.8
## 52 Pok amont 04 2002-07-29 653.2751 13.3
## 53 br. sud amont 01 2002-07-29 1214.4196 14.7
## 54 Morrison 06 2002-07-29 726.6667 17.3
## 55 McConnell Six Rd 05 2002-07-29 985.1521 17.4
## 56 Pollard 10 2002-07-29 1110.4258 17.0
## 57 Waugh sanct. 07 2002-07-29 864.2857 16.4
## 58 Dempsey 12 2002-07-29 1127.0691 15.6
## 59 Malt 11 2002-07-29 1116.1031 14.9
## 60 Suggary 02 2002-07-29 1205.3719 17.9
## 61 Pok amont 04 2002-08-28 653.2751 8.0
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 10.2
## 63 Dempsey 12 2002-08-28 1127.0691 13.2
## 64 Branche sud aval 03 2002-08-28 1138.6319 11.3
## 65 Sewell 08 2002-08-28 1170.8108 13.1
## 66 Pollard 10 2002-08-28 1110.4258 11.1
## 67 br. sud amont 01 2002-08-28 1214.4196 11.1
## 68 Morrison 06 2002-08-28 726.6667 9.9
## 69 McConnell Six Rd 05 2002-08-28 985.1521 12.9
## 70 Suggary 02 2002-08-28 1205.3719 10.6
## 71 Waugh sanct. 07 2002-08-28 864.2857 10.1
## 72 Malt 11 2002-08-28 1116.1031 7.9
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 10.7
## 74 Sewell 08 2002-10-02 1170.8108 12.7
## 75 Pok amont 04 2002-10-02 653.2751 7.8
## 76 Waugh sanct. 07 2002-10-02 864.2857 10.7
## 77 Dempsey 12 2002-10-02 1127.0691 11.1
## 78 Branche sud aval 03 2002-10-02 1138.6319 10.9
## 79 McConnell Six Rd 05 2002-10-02 985.1521 12.9
## 80 Pollard 10 2002-10-02 1110.4258 10.8
## 81 br. sud amont 01 2002-10-02 1214.4196 11.0
## 82 Morrison 06 2002-10-02 726.6667 10.5
## 83 Malt 11 2002-10-02 1116.1031 7.8
## 84 Suggary 02 2002-10-02 1205.3719 10.3
## 85 Pok amont 04 2002-10-31 653.2751 4.6
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 2.7
## 87 Branche sud aval 03 2002-10-31 1138.6319 NaN
## 88 Sewell 08 2002-10-31 1170.8108 1.6
## 89 Suggary 02 2002-10-31 1205.3719 2.7
## 90 Waugh sanct. 07 2002-10-31 864.2857 2.7
## 91 Dempsey 12 2002-10-31 1127.0691 3.3
## 92 Morrison 06 2002-10-31 726.6667 1.7
## 93 McConnell Six Rd 05 2002-10-31 985.1521 2.3
## 94 Pollard 10 2002-10-31 1110.4258 2.7
## 95 br. sud amont 01 2002-10-31 1214.4196 2.5
## 96 Malt 11 2002-10-31 1116.1031 4.4ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre la température et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Somme_ordre_vs_Oxyg_dissous
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Oxyg_dissous_YSI_mg_L))## Station2 Date pctSomme_ordre_1.5 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 1214.4196 11.30
## 2 Morrison 06 2001-08-01 726.6667 10.60
## 3 Malt 11 2001-08-01 1116.1031 11.80
## 4 Suggary 02 2001-08-01 1205.3719 10.50
## 5 Waugh sanct. 07 2001-08-01 864.2857 10.40
## 6 Dempsey 12 2001-08-01 1127.0691 8.10
## 7 Branche sud aval 03 2001-08-01 1138.6319 11.00
## 8 Sewell 08 2001-08-01 1170.8108 11.10
## 9 Pok amont 04 2001-08-01 653.2751 9.70
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 10.50
## 11 McConnell Six Rd 05 2001-08-01 985.1521 12.10
## 12 Pollard 10 2001-08-01 1110.4258 9.50
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 10.60
## 14 Pollard 10 2001-08-28 1110.4258 9.60
## 15 br. sud amont 01 2001-08-28 1214.4196 10.12
## 16 Morrison 06 2001-08-28 726.6667 NaN
## 17 Malt 11 2001-08-28 1116.1031 10.60
## 18 Suggary 02 2001-08-28 1205.3719 9.45
## 19 Waugh sanct. 07 2001-08-28 864.2857 10.00
## 20 Dempsey 12 2001-08-28 1127.0691 8.80
## 21 Branche sud aval 03 2001-08-28 1138.6319 10.00
## 22 Sewell 08 2001-08-28 1170.8108 9.40
## 23 Pok amont 04 2001-08-28 653.2751 10.50
## 24 McConnell Six Rd 05 2001-08-28 985.1521 10.00
## 25 Pok amont 04 2001-09-26 653.2751 8.00
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 9.00
## 27 McConnell Six Rd 05 2001-09-26 985.1521 8.51
## 28 Pollard 10 2001-09-26 1110.4258 8.40
## 29 br. sud amont 01 2001-09-26 1214.4196 8.50
## 30 Morrison 06 2001-09-26 726.6667 8.60
## 31 Malt 11 2001-09-26 1116.1031 9.00
## 32 Suggary 02 2001-09-26 1205.3719 8.44
## 33 Waugh sanct. 07 2001-09-26 864.2857 8.62
## 34 Dempsey 12 2001-09-26 1127.0691 8.30
## 35 Branche sud aval 03 2001-09-26 1138.6319 9.20
## 36 Sewell 08 2001-09-26 1170.8108 7.92
## 37 Sewell 08 2001-10-31 1170.8108 7.70
## 38 Pok amont 04 2001-10-31 653.2751 8.40
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 9.46
## 40 Morrison 06 2001-10-31 726.6667 9.84
## 41 McConnell Six Rd 05 2001-10-31 985.1521 8.70
## 42 Pollard 10 2001-10-31 1110.4258 8.85
## 43 br. sud amont 01 2001-10-31 1214.4196 7.80
## 44 Dempsey 12 2001-10-31 1127.0691 8.43
## 45 Malt 11 2001-10-31 1116.1031 9.20
## 46 Suggary 02 2001-10-31 1205.3719 7.30
## 47 Waugh sanct. 07 2001-10-31 864.2857 8.00
## 48 Branche sud aval 03 2001-10-31 1138.6319 9.57
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 8.01
## 50 Branche sud aval 03 2002-07-29 1138.6319 8.50
## 51 Sewell 08 2002-07-29 1170.8108 7.60
## 52 Pok amont 04 2002-07-29 653.2751 8.17
## 53 br. sud amont 01 2002-07-29 1214.4196 8.65
## 54 Morrison 06 2002-07-29 726.6667 9.76
## 55 McConnell Six Rd 05 2002-07-29 985.1521 7.10
## 56 Pollard 10 2002-07-29 1110.4258 7.45
## 57 Waugh sanct. 07 2002-07-29 864.2857 7.90
## 58 Dempsey 12 2002-07-29 1127.0691 8.30
## 59 Malt 11 2002-07-29 1116.1031 8.90
## 60 Suggary 02 2002-07-29 1205.3719 8.20
## 61 Pok amont 04 2002-08-28 653.2751 10.65
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 9.46
## 63 Dempsey 12 2002-08-28 1127.0691 8.20
## 64 Branche sud aval 03 2002-08-28 1138.6319 10.41
## 65 Sewell 08 2002-08-28 1170.8108 9.80
## 66 Pollard 10 2002-08-28 1110.4258 9.02
## 67 br. sud amont 01 2002-08-28 1214.4196 10.20
## 68 Morrison 06 2002-08-28 726.6667 11.17
## 69 McConnell Six Rd 05 2002-08-28 985.1521 11.05
## 70 Suggary 02 2002-08-28 1205.3719 11.24
## 71 Waugh sanct. 07 2002-08-28 864.2857 10.00
## 72 Malt 11 2002-08-28 1116.1031 10.00
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 4.42
## 74 Sewell 08 2002-10-02 1170.8108 6.84
## 75 Pok amont 04 2002-10-02 653.2751 7.20
## 76 Waugh sanct. 07 2002-10-02 864.2857 6.10
## 77 Dempsey 12 2002-10-02 1127.0691 5.70
## 78 Branche sud aval 03 2002-10-02 1138.6319 7.10
## 79 McConnell Six Rd 05 2002-10-02 985.1521 7.49
## 80 Pollard 10 2002-10-02 1110.4258 6.80
## 81 br. sud amont 01 2002-10-02 1214.4196 7.16
## 82 Morrison 06 2002-10-02 726.6667 7.60
## 83 Malt 11 2002-10-02 1116.1031 6.40
## 84 Suggary 02 2002-10-02 1205.3719 8.08
## 85 Pok amont 04 2002-10-31 653.2751 7.50
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 8.50
## 87 Branche sud aval 03 2002-10-31 1138.6319 NaN
## 88 Sewell 08 2002-10-31 1170.8108 8.30
## 89 Suggary 02 2002-10-31 1205.3719 8.60
## 90 Waugh sanct. 07 2002-10-31 864.2857 7.00
## 91 Dempsey 12 2002-10-31 1127.0691 7.40
## 92 Morrison 06 2002-10-31 726.6667 8.30
## 93 McConnell Six Rd 05 2002-10-31 985.1521 7.60
## 94 Pollard 10 2002-10-31 1110.4258 7.60
## 95 br. sud amont 01 2002-10-31 1214.4196 8.20
## 96 Malt 11 2002-10-31 1116.1031 8.00ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre l'Oxyg_dissous et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Somme_ordre_vs_Conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Conductivity_microS_cm))## Station2 Date pctSomme_ordre_1.5 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 1214.4196 171.0
## 2 Morrison 06 2001-08-01 726.6667 114.0
## 3 Malt 11 2001-08-01 1116.1031 108.0
## 4 Suggary 02 2001-08-01 1205.3719 118.0
## 5 Waugh sanct. 07 2001-08-01 864.2857 133.0
## 6 Dempsey 12 2001-08-01 1127.0691 128.0
## 7 Branche sud aval 03 2001-08-01 1138.6319 115.0
## 8 Sewell 08 2001-08-01 1170.8108 134.0
## 9 Pok amont 04 2001-08-01 653.2751 56.6
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 106.0
## 11 McConnell Six Rd 05 2001-08-01 985.1521 100.0
## 12 Pollard 10 2001-08-01 1110.4258 156.0
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 105.0
## 14 Pollard 10 2001-08-28 1110.4258 162.0
## 15 br. sud amont 01 2001-08-28 1214.4196 177.0
## 16 Morrison 06 2001-08-28 726.6667 115.0
## 17 Malt 11 2001-08-28 1116.1031 90.3
## 18 Suggary 02 2001-08-28 1205.3719 119.0
## 19 Waugh sanct. 07 2001-08-28 864.2857 132.0
## 20 Dempsey 12 2001-08-28 1127.0691 129.0
## 21 Branche sud aval 03 2001-08-28 1138.6319 113.0
## 22 Sewell 08 2001-08-28 1170.8108 150.0
## 23 Pok amont 04 2001-08-28 653.2751 60.0
## 24 McConnell Six Rd 05 2001-08-28 985.1521 112.0
## 25 Pok amont 04 2001-09-26 653.2751 72.1
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 115.0
## 27 McConnell Six Rd 05 2001-09-26 985.1521 111.0
## 28 Pollard 10 2001-09-26 1110.4258 153.5
## 29 br. sud amont 01 2001-09-26 1214.4196 158.0
## 30 Morrison 06 2001-09-26 726.6667 117.0
## 31 Malt 11 2001-09-26 1116.1031 97.7
## 32 Suggary 02 2001-09-26 1205.3719 139.0
## 33 Waugh sanct. 07 2001-09-26 864.2857 136.0
## 34 Dempsey 12 2001-09-26 1127.0691 137.0
## 35 Branche sud aval 03 2001-09-26 1138.6319 123.0
## 36 Sewell 08 2001-09-26 1170.8108 173.0
## 37 Sewell 08 2001-10-31 1170.8108 111.0
## 38 Pok amont 04 2001-10-31 653.2751 68.3
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 112.0
## 40 Morrison 06 2001-10-31 726.6667 123.0
## 41 McConnell Six Rd 05 2001-10-31 985.1521 87.2
## 42 Pollard 10 2001-10-31 1110.4258 164.0
## 43 br. sud amont 01 2001-10-31 1214.4196 162.0
## 44 Dempsey 12 2001-10-31 1127.0691 128.0
## 45 Malt 11 2001-10-31 1116.1031 98.8
## 46 Suggary 02 2001-10-31 1205.3719 120.0
## 47 Waugh sanct. 07 2001-10-31 864.2857 102.0
## 48 Branche sud aval 03 2001-10-31 1138.6319 115.0
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 112.0
## 50 Branche sud aval 03 2002-07-29 1138.6319 116.0
## 51 Sewell 08 2002-07-29 1170.8108 139.0
## 52 Pok amont 04 2002-07-29 653.2751 57.1
## 53 br. sud amont 01 2002-07-29 1214.4196 148.0
## 54 Morrison 06 2002-07-29 726.6667 123.0
## 55 McConnell Six Rd 05 2002-07-29 985.1521 105.0
## 56 Pollard 10 2002-07-29 1110.4258 162.0
## 57 Waugh sanct. 07 2002-07-29 864.2857 133.0
## 58 Dempsey 12 2002-07-29 1127.0691 143.0
## 59 Malt 11 2002-07-29 1116.1031 96.6
## 60 Suggary 02 2002-07-29 1205.3719 110.0
## 61 Pok amont 04 2002-08-28 653.2751 60.3
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 115.0
## 63 Dempsey 12 2002-08-28 1127.0691 144.0
## 64 Branche sud aval 03 2002-08-28 1138.6319 121.0
## 65 Sewell 08 2002-08-28 1170.8108 168.0
## 66 Pollard 10 2002-08-28 1110.4258 164.0
## 67 br. sud amont 01 2002-08-28 1214.4196 185.0
## 68 Morrison 06 2002-08-28 726.6667 125.0
## 69 McConnell Six Rd 05 2002-08-28 985.1521 111.0
## 70 Suggary 02 2002-08-28 1205.3719 110.5
## 71 Waugh sanct. 07 2002-08-28 864.2857 135.0
## 72 Malt 11 2002-08-28 1116.1031 101.0
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 120.0
## 74 Sewell 08 2002-10-02 1170.8108 158.0
## 75 Pok amont 04 2002-10-02 653.2751 69.4
## 76 Waugh sanct. 07 2002-10-02 864.2857 148.0
## 77 Dempsey 12 2002-10-02 1127.0691 145.0
## 78 Branche sud aval 03 2002-10-02 1138.6319 126.0
## 79 McConnell Six Rd 05 2002-10-02 985.1521 108.0
## 80 Pollard 10 2002-10-02 1110.4258 176.0
## 81 br. sud amont 01 2002-10-02 1214.4196 194.0
## 82 Morrison 06 2002-10-02 726.6667 128.0
## 83 Malt 11 2002-10-02 1116.1031 106.0
## 84 Suggary 02 2002-10-02 1205.3719 114.0
## 85 Pok amont 04 2002-10-31 653.2751 70.9
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 122.0
## 87 Branche sud aval 03 2002-10-31 1138.6319 126.0
## 88 Sewell 08 2002-10-31 1170.8108 120.0
## 89 Suggary 02 2002-10-31 1205.3719 118.0
## 90 Waugh sanct. 07 2002-10-31 864.2857 129.0
## 91 Dempsey 12 2002-10-31 1127.0691 141.0
## 92 Morrison 06 2002-10-31 726.6667 130.0
## 93 McConnell Six Rd 05 2002-10-31 985.1521 103.0
## 94 Pollard 10 2002-10-31 1110.4258 176.0
## 95 br. sud amont 01 2002-10-31 1214.4196 175.5
## 96 Malt 11 2002-10-31 1116.1031 107.0ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre la Conductivité et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Somme_ordre_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,pH_units))## Station2 Date pctSomme_ordre_1.5 pH_units
## 1 br. sud amont 01 2001-08-01 1214.4196 8.200
## 2 Morrison 06 2001-08-01 726.6667 7.950
## 3 Malt 11 2001-08-01 1116.1031 7.860
## 4 Suggary 02 2001-08-01 1205.3719 8.020
## 5 Waugh sanct. 07 2001-08-01 864.2857 7.970
## 6 Dempsey 12 2001-08-01 1127.0691 7.960
## 7 Branche sud aval 03 2001-08-01 1138.6319 8.030
## 8 Sewell 08 2001-08-01 1170.8108 8.020
## 9 Pok amont 04 2001-08-01 653.2751 7.590
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 8.010
## 11 McConnell Six Rd 05 2001-08-01 985.1521 7.860
## 12 Pollard 10 2001-08-01 1110.4258 7.890
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 7.910
## 14 Pollard 10 2001-08-28 1110.4258 7.860
## 15 br. sud amont 01 2001-08-28 1214.4196 7.980
## 16 Morrison 06 2001-08-28 726.6667 7.940
## 17 Malt 11 2001-08-28 1116.1031 7.460
## 18 Suggary 02 2001-08-28 1205.3719 7.880
## 19 Waugh sanct. 07 2001-08-28 864.2857 7.890
## 20 Dempsey 12 2001-08-28 1127.0691 7.760
## 21 Branche sud aval 03 2001-08-28 1138.6319 7.890
## 22 Sewell 08 2001-08-28 1170.8108 7.900
## 23 Pok amont 04 2001-08-28 653.2751 7.490
## 24 McConnell Six Rd 05 2001-08-28 985.1521 7.770
## 25 Pok amont 04 2001-09-26 653.2751 7.640
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 7.960
## 27 McConnell Six Rd 05 2001-09-26 985.1521 7.870
## 28 Pollard 10 2001-09-26 1110.4258 7.850
## 29 br. sud amont 01 2001-09-26 1214.4196 8.050
## 30 Morrison 06 2001-09-26 726.6667 8.020
## 31 Malt 11 2001-09-26 1116.1031 7.710
## 32 Suggary 02 2001-09-26 1205.3719 8.080
## 33 Waugh sanct. 07 2001-09-26 864.2857 8.020
## 34 Dempsey 12 2001-09-26 1127.0691 7.950
## 35 Branche sud aval 03 2001-09-26 1138.6319 8.040
## 36 Sewell 08 2001-09-26 1170.8108 8.060
## 37 Sewell 08 2001-10-31 1170.8108 7.740
## 38 Pok amont 04 2001-10-31 653.2751 7.420
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 7.950
## 40 Morrison 06 2001-10-31 726.6667 8.010
## 41 McConnell Six Rd 05 2001-10-31 985.1521 7.500
## 42 Pollard 10 2001-10-31 1110.4258 7.870
## 43 br. sud amont 01 2001-10-31 1214.4196 7.960
## 44 Dempsey 12 2001-10-31 1127.0691 7.820
## 45 Malt 11 2001-10-31 1116.1031 7.530
## 46 Suggary 02 2001-10-31 1205.3719 7.650
## 47 Waugh sanct. 07 2001-10-31 864.2857 7.410
## 48 Branche sud aval 03 2001-10-31 1138.6319 7.890
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 7.840
## 50 Branche sud aval 03 2002-07-29 1138.6319 7.870
## 51 Sewell 08 2002-07-29 1170.8108 7.840
## 52 Pok amont 04 2002-07-29 653.2751 7.180
## 53 br. sud amont 01 2002-07-29 1214.4196 7.840
## 54 Morrison 06 2002-07-29 726.6667 7.920
## 55 McConnell Six Rd 05 2002-07-29 985.1521 7.580
## 56 Pollard 10 2002-07-29 1110.4258 7.730
## 57 Waugh sanct. 07 2002-07-29 864.2857 7.700
## 58 Dempsey 12 2002-07-29 1127.0691 7.755
## 59 Malt 11 2002-07-29 1116.1031 7.420
## 60 Suggary 02 2002-07-29 1205.3719 7.740
## 61 Pok amont 04 2002-08-28 653.2751 7.250
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 7.800
## 63 Dempsey 12 2002-08-28 1127.0691 7.690
## 64 Branche sud aval 03 2002-08-28 1138.6319 7.850
## 65 Sewell 08 2002-08-28 1170.8108 7.920
## 66 Pollard 10 2002-08-28 1110.4258 7.730
## 67 br. sud amont 01 2002-08-28 1214.4196 8.070
## 68 Morrison 06 2002-08-28 726.6667 7.900
## 69 McConnell Six Rd 05 2002-08-28 985.1521 7.790
## 70 Suggary 02 2002-08-28 1205.3719 7.815
## 71 Waugh sanct. 07 2002-08-28 864.2857 7.750
## 72 Malt 11 2002-08-28 1116.1031 7.380
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 7.830
## 74 Sewell 08 2002-10-02 1170.8108 7.820
## 75 Pok amont 04 2002-10-02 653.2751 7.270
## 76 Waugh sanct. 07 2002-10-02 864.2857 7.760
## 77 Dempsey 12 2002-10-02 1127.0691 7.640
## 78 Branche sud aval 03 2002-10-02 1138.6319 7.820
## 79 McConnell Six Rd 05 2002-10-02 985.1521 7.650
## 80 Pollard 10 2002-10-02 1110.4258 7.720
## 81 br. sud amont 01 2002-10-02 1214.4196 7.970
## 82 Morrison 06 2002-10-02 726.6667 7.890
## 83 Malt 11 2002-10-02 1116.1031 7.380
## 84 Suggary 02 2002-10-02 1205.3719 7.830
## 85 Pok amont 04 2002-10-31 653.2751 7.360
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 7.820
## 87 Branche sud aval 03 2002-10-31 1138.6319 NaN
## 88 Sewell 08 2002-10-31 1170.8108 7.550
## 89 Suggary 02 2002-10-31 1205.3719 7.770
## 90 Waugh sanct. 07 2002-10-31 864.2857 7.580
## 91 Dempsey 12 2002-10-31 1127.0691 7.690
## 92 Morrison 06 2002-10-31 726.6667 7.870
## 93 McConnell Six Rd 05 2002-10-31 985.1521 7.440
## 94 Pollard 10 2002-10-31 1110.4258 7.780
## 95 br. sud amont 01 2002-10-31 1214.4196 7.865
## 96 Malt 11 2002-10-31 1116.1031 7.560ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=pH_units),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre le pH et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Somme_ordre_vs_Turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Turbidity_NTU))## Station2 Date pctSomme_ordre_1.5 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 1214.4196 6.400
## 2 Morrison 06 2001-08-01 726.6667 0.600
## 3 Malt 11 2001-08-01 1116.1031 1.600
## 4 Suggary 02 2001-08-01 1205.3719 0.700
## 5 Waugh sanct. 07 2001-08-01 864.2857 1.200
## 6 Dempsey 12 2001-08-01 1127.0691 1.300
## 7 Branche sud aval 03 2001-08-01 1138.6319 0.500
## 8 Sewell 08 2001-08-01 1170.8108 1.500
## 9 Pok amont 04 2001-08-01 653.2751 0.000
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 0.700
## 11 McConnell Six Rd 05 2001-08-01 985.1521 0.100
## 12 Pollard 10 2001-08-01 1110.4258 0.500
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 1.200
## 14 Pollard 10 2001-08-28 1110.4258 0.800
## 15 br. sud amont 01 2001-08-28 1214.4196 6.100
## 16 Morrison 06 2001-08-28 726.6667 0.700
## 17 Malt 11 2001-08-28 1116.1031 0.500
## 18 Suggary 02 2001-08-28 1205.3719 3.500
## 19 Waugh sanct. 07 2001-08-28 864.2857 1.000
## 20 Dempsey 12 2001-08-28 1127.0691 1.700
## 21 Branche sud aval 03 2001-08-28 1138.6319 0.900
## 22 Sewell 08 2001-08-28 1170.8108 6.500
## 23 Pok amont 04 2001-08-28 653.2751 0.000
## 24 McConnell Six Rd 05 2001-08-28 985.1521 1.000
## 25 Pok amont 04 2001-09-26 653.2751 0.800
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 9.500
## 27 McConnell Six Rd 05 2001-09-26 985.1521 1.200
## 28 Pollard 10 2001-09-26 1110.4258 1.150
## 29 br. sud amont 01 2001-09-26 1214.4196 44.800
## 30 Morrison 06 2001-09-26 726.6667 0.900
## 31 Malt 11 2001-09-26 1116.1031 7.800
## 32 Suggary 02 2001-09-26 1205.3719 1.700
## 33 Waugh sanct. 07 2001-09-26 864.2857 1.200
## 34 Dempsey 12 2001-09-26 1127.0691 1.500
## 35 Branche sud aval 03 2001-09-26 1138.6319 2.400
## 36 Sewell 08 2001-09-26 1170.8108 3.000
## 37 Sewell 08 2001-10-31 1170.8108 5.500
## 38 Pok amont 04 2001-10-31 653.2751 0.200
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 1.000
## 40 Morrison 06 2001-10-31 726.6667 0.500
## 41 McConnell Six Rd 05 2001-10-31 985.1521 1.400
## 42 Pollard 10 2001-10-31 1110.4258 0.600
## 43 br. sud amont 01 2001-10-31 1214.4196 1.100
## 44 Dempsey 12 2001-10-31 1127.0691 1.700
## 45 Malt 11 2001-10-31 1116.1031 0.800
## 46 Suggary 02 2001-10-31 1205.3719 2.050
## 47 Waugh sanct. 07 2001-10-31 864.2857 1.200
## 48 Branche sud aval 03 2001-10-31 1138.6319 0.800
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 0.780
## 50 Branche sud aval 03 2002-07-29 1138.6319 1.170
## 51 Sewell 08 2002-07-29 1170.8108 4.960
## 52 Pok amont 04 2002-07-29 653.2751 0.190
## 53 br. sud amont 01 2002-07-29 1214.4196 0.900
## 54 Morrison 06 2002-07-29 726.6667 0.690
## 55 McConnell Six Rd 05 2002-07-29 985.1521 1.520
## 56 Pollard 10 2002-07-29 1110.4258 1.630
## 57 Waugh sanct. 07 2002-07-29 864.2857 1.110
## 58 Dempsey 12 2002-07-29 1127.0691 1.970
## 59 Malt 11 2002-07-29 1116.1031 0.400
## 60 Suggary 02 2002-07-29 1205.3719 0.430
## 61 Pok amont 04 2002-08-28 653.2751 0.390
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 1.320
## 63 Dempsey 12 2002-08-28 1127.0691 4.440
## 64 Branche sud aval 03 2002-08-28 1138.6319 1.150
## 65 Sewell 08 2002-08-28 1170.8108 2.960
## 66 Pollard 10 2002-08-28 1110.4258 0.950
## 67 br. sud amont 01 2002-08-28 1214.4196 0.570
## 68 Morrison 06 2002-08-28 726.6667 0.940
## 69 McConnell Six Rd 05 2002-08-28 985.1521 1.340
## 70 Suggary 02 2002-08-28 1205.3719 0.820
## 71 Waugh sanct. 07 2002-08-28 864.2857 1.510
## 72 Malt 11 2002-08-28 1116.1031 0.480
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 0.940
## 74 Sewell 08 2002-10-02 1170.8108 5.255
## 75 Pok amont 04 2002-10-02 653.2751 0.280
## 76 Waugh sanct. 07 2002-10-02 864.2857 1.280
## 77 Dempsey 12 2002-10-02 1127.0691 3.770
## 78 Branche sud aval 03 2002-10-02 1138.6319 1.070
## 79 McConnell Six Rd 05 2002-10-02 985.1521 2.110
## 80 Pollard 10 2002-10-02 1110.4258 0.690
## 81 br. sud amont 01 2002-10-02 1214.4196 0.740
## 82 Morrison 06 2002-10-02 726.6667 0.770
## 83 Malt 11 2002-10-02 1116.1031 0.600
## 84 Suggary 02 2002-10-02 1205.3719 0.480
## 85 Pok amont 04 2002-10-31 653.2751 0.580
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 0.870
## 87 Branche sud aval 03 2002-10-31 1138.6319 NaN
## 88 Sewell 08 2002-10-31 1170.8108 8.740
## 89 Suggary 02 2002-10-31 1205.3719 0.410
## 90 Waugh sanct. 07 2002-10-31 864.2857 1.440
## 91 Dempsey 12 2002-10-31 1127.0691 2.880
## 92 Morrison 06 2002-10-31 726.6667 0.620
## 93 McConnell Six Rd 05 2002-10-31 985.1521 1.500
## 94 Pollard 10 2002-10-31 1110.4258 1.060
## 95 br. sud amont 01 2002-10-31 1214.4196 1.220
## 96 Malt 11 2002-10-31 1116.1031 0.900ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre la Turbidité et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Somme_ordre_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Colour_TCU))## Station2 Date pctSomme_ordre_1.5 Colour_TCU
## 1 br. sud amont 01 2001-08-01 1214.4196 5.0
## 2 Morrison 06 2001-08-01 726.6667 10.0
## 3 Malt 11 2001-08-01 1116.1031 10.0
## 4 Suggary 02 2001-08-01 1205.3719 5.0
## 5 Waugh sanct. 07 2001-08-01 864.2857 20.0
## 6 Dempsey 12 2001-08-01 1127.0691 15.0
## 7 Branche sud aval 03 2001-08-01 1138.6319 5.0
## 8 Sewell 08 2001-08-01 1170.8108 5.0
## 9 Pok amont 04 2001-08-01 653.2751 0.0
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 0.0
## 11 McConnell Six Rd 05 2001-08-01 985.1521 5.0
## 12 Pollard 10 2001-08-01 1110.4258 5.0
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 5.0
## 14 Pollard 10 2001-08-28 1110.4258 5.0
## 15 br. sud amont 01 2001-08-28 1214.4196 5.0
## 16 Morrison 06 2001-08-28 726.6667 5.0
## 17 Malt 11 2001-08-28 1116.1031 5.0
## 18 Suggary 02 2001-08-28 1205.3719 10.0
## 19 Waugh sanct. 07 2001-08-28 864.2857 10.0
## 20 Dempsey 12 2001-08-28 1127.0691 15.0
## 21 Branche sud aval 03 2001-08-28 1138.6319 5.0
## 22 Sewell 08 2001-08-28 1170.8108 30.0
## 23 Pok amont 04 2001-08-28 653.2751 5.0
## 24 McConnell Six Rd 05 2001-08-28 985.1521 5.0
## 25 Pok amont 04 2001-09-26 653.2751 10.0
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 30.0
## 27 McConnell Six Rd 05 2001-09-26 985.1521 15.0
## 28 Pollard 10 2001-09-26 1110.4258 20.0
## 29 br. sud amont 01 2001-09-26 1214.4196 200.0
## 30 Morrison 06 2001-09-26 726.6667 5.0
## 31 Malt 11 2001-09-26 1116.1031 20.0
## 32 Suggary 02 2001-09-26 1205.3719 5.0
## 33 Waugh sanct. 07 2001-09-26 864.2857 10.0
## 34 Dempsey 12 2001-09-26 1127.0691 20.0
## 35 Branche sud aval 03 2001-09-26 1138.6319 10.0
## 36 Sewell 08 2001-09-26 1170.8108 30.0
## 37 Sewell 08 2001-10-31 1170.8108 80.0
## 38 Pok amont 04 2001-10-31 653.2751 5.0
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 20.0
## 40 Morrison 06 2001-10-31 726.6667 15.0
## 41 McConnell Six Rd 05 2001-10-31 985.1521 120.0
## 42 Pollard 10 2001-10-31 1110.4258 10.0
## 43 br. sud amont 01 2001-10-31 1214.4196 30.0
## 44 Dempsey 12 2001-10-31 1127.0691 30.0
## 45 Malt 11 2001-10-31 1116.1031 10.0
## 46 Suggary 02 2001-10-31 1205.3719 30.0
## 47 Waugh sanct. 07 2001-10-31 864.2857 100.0
## 48 Branche sud aval 03 2001-10-31 1138.6319 20.0
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 10.0
## 50 Branche sud aval 03 2002-07-29 1138.6319 15.0
## 51 Sewell 08 2002-07-29 1170.8108 40.0
## 52 Pok amont 04 2002-07-29 653.2751 5.0
## 53 br. sud amont 01 2002-07-29 1214.4196 15.0
## 54 Morrison 06 2002-07-29 726.6667 10.0
## 55 McConnell Six Rd 05 2002-07-29 985.1521 80.0
## 56 Pollard 10 2002-07-29 1110.4258 10.0
## 57 Waugh sanct. 07 2002-07-29 864.2857 40.0
## 58 Dempsey 12 2002-07-29 1127.0691 20.0
## 59 Malt 11 2002-07-29 1116.1031 5.0
## 60 Suggary 02 2002-07-29 1205.3719 5.0
## 61 Pok amont 04 2002-08-28 653.2751 5.0
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 20.0
## 63 Dempsey 12 2002-08-28 1127.0691 40.0
## 64 Branche sud aval 03 2002-08-28 1138.6319 15.0
## 65 Sewell 08 2002-08-28 1170.8108 40.0
## 66 Pollard 10 2002-08-28 1110.4258 10.0
## 67 br. sud amont 01 2002-08-28 1214.4196 10.0
## 68 Morrison 06 2002-08-28 726.6667 10.0
## 69 McConnell Six Rd 05 2002-08-28 985.1521 20.0
## 70 Suggary 02 2002-08-28 1205.3719 7.5
## 71 Waugh sanct. 07 2002-08-28 864.2857 30.0
## 72 Malt 11 2002-08-28 1116.1031 10.0
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 5.0
## 74 Sewell 08 2002-10-02 1170.8108 60.0
## 75 Pok amont 04 2002-10-02 653.2751 5.0
## 76 Waugh sanct. 07 2002-10-02 864.2857 20.0
## 77 Dempsey 12 2002-10-02 1127.0691 20.0
## 78 Branche sud aval 03 2002-10-02 1138.6319 15.0
## 79 McConnell Six Rd 05 2002-10-02 985.1521 60.0
## 80 Pollard 10 2002-10-02 1110.4258 10.0
## 81 br. sud amont 01 2002-10-02 1214.4196 10.0
## 82 Morrison 06 2002-10-02 726.6667 10.0
## 83 Malt 11 2002-10-02 1116.1031 5.0
## 84 Suggary 02 2002-10-02 1205.3719 5.0
## 85 Pok amont 04 2002-10-31 653.2751 5.0
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 20.0
## 87 Branche sud aval 03 2002-10-31 1138.6319 NaN
## 88 Sewell 08 2002-10-31 1170.8108 60.0
## 89 Suggary 02 2002-10-31 1205.3719 5.0
## 90 Waugh sanct. 07 2002-10-31 864.2857 60.0
## 91 Dempsey 12 2002-10-31 1127.0691 30.0
## 92 Morrison 06 2002-10-31 726.6667 5.0
## 93 McConnell Six Rd 05 2002-10-31 985.1521 75.0
## 94 Pollard 10 2002-10-31 1110.4258 5.0
## 95 br. sud amont 01 2002-10-31 1214.4196 30.0
## 96 Malt 11 2002-10-31 1116.1031 15.0ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre la couleur et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Somme_ordre_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Carbon_Total_Organic_mg_L))## Station2 Date pctSomme_ordre_1.5 Carbon_Total_Organic_mg_L
## 1 br. sud amont 01 2001-08-01 1214.4196 1.600
## 2 Morrison 06 2001-08-01 726.6667 2.140
## 3 Malt 11 2001-08-01 1116.1031 2.440
## 4 Suggary 02 2001-08-01 1205.3719 1.400
## 5 Waugh sanct. 07 2001-08-01 864.2857 3.000
## 6 Dempsey 12 2001-08-01 1127.0691 2.510
## 7 Branche sud aval 03 2001-08-01 1138.6319 1.340
## 8 Sewell 08 2001-08-01 1170.8108 1.980
## 9 Pok amont 04 2001-08-01 653.2751 1.020
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 1.090
## 11 McConnell Six Rd 05 2001-08-01 985.1521 1.210
## 12 Pollard 10 2001-08-01 1110.4258 1.370
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 1.440
## 14 Pollard 10 2001-08-28 1110.4258 1.850
## 15 br. sud amont 01 2001-08-28 1214.4196 1.910
## 16 Morrison 06 2001-08-28 726.6667 2.260
## 17 Malt 11 2001-08-28 1116.1031 1.200
## 18 Suggary 02 2001-08-28 1205.3719 1.880
## 19 Waugh sanct. 07 2001-08-28 864.2857 2.200
## 20 Dempsey 12 2001-08-28 1127.0691 2.660
## 21 Branche sud aval 03 2001-08-28 1138.6319 2.210
## 22 Sewell 08 2001-08-28 1170.8108 3.810
## 23 Pok amont 04 2001-08-28 653.2751 1.290
## 24 McConnell Six Rd 05 2001-08-28 985.1521 2.010
## 25 Pok amont 04 2001-09-26 653.2751 3.950
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 3.220
## 27 McConnell Six Rd 05 2001-09-26 985.1521 2.120
## 28 Pollard 10 2001-09-26 1110.4258 3.345
## 29 br. sud amont 01 2001-09-26 1214.4196 5.250
## 30 Morrison 06 2001-09-26 726.6667 1.930
## 31 Malt 11 2001-09-26 1116.1031 2.220
## 32 Suggary 02 2001-09-26 1205.3719 1.970
## 33 Waugh sanct. 07 2001-09-26 864.2857 2.170
## 34 Dempsey 12 2001-09-26 1127.0691 3.280
## 35 Branche sud aval 03 2001-09-26 1138.6319 2.130
## 36 Sewell 08 2001-09-26 1170.8108 4.450
## 37 Sewell 08 2001-10-31 1170.8108 9.230
## 38 Pok amont 04 2001-10-31 653.2751 1.230
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 2.390
## 40 Morrison 06 2001-10-31 726.6667 2.340
## 41 McConnell Six Rd 05 2001-10-31 985.1521 13.500
## 42 Pollard 10 2001-10-31 1110.4258 2.140
## 43 br. sud amont 01 2001-10-31 1214.4196 4.560
## 44 Dempsey 12 2001-10-31 1127.0691 4.570
## 45 Malt 11 2001-10-31 1116.1031 2.690
## 46 Suggary 02 2001-10-31 1205.3719 4.435
## 47 Waugh sanct. 07 2001-10-31 864.2857 18.500
## 48 Branche sud aval 03 2001-10-31 1138.6319 3.370
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 1.400
## 50 Branche sud aval 03 2002-07-29 1138.6319 1.700
## 51 Sewell 08 2002-07-29 1170.8108 4.200
## 52 Pok amont 04 2002-07-29 653.2751 1.000
## 53 br. sud amont 01 2002-07-29 1214.4196 2.700
## 54 Morrison 06 2002-07-29 726.6667 1.200
## 55 McConnell Six Rd 05 2002-07-29 985.1521 4.900
## 56 Pollard 10 2002-07-29 1110.4258 1.800
## 57 Waugh sanct. 07 2002-07-29 864.2857 4.800
## 58 Dempsey 12 2002-07-29 1127.0691 2.250
## 59 Malt 11 2002-07-29 1116.1031 1.300
## 60 Suggary 02 2002-07-29 1205.3719 1.000
## 61 Pok amont 04 2002-08-28 653.2751 1.000
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 1.200
## 63 Dempsey 12 2002-08-28 1127.0691 2.000
## 64 Branche sud aval 03 2002-08-28 1138.6319 1.200
## 65 Sewell 08 2002-08-28 1170.8108 2.600
## 66 Pollard 10 2002-08-28 1110.4258 1.400
## 67 br. sud amont 01 2002-08-28 1214.4196 1.400
## 68 Morrison 06 2002-08-28 726.6667 1.000
## 69 McConnell Six Rd 05 2002-08-28 985.1521 1.600
## 70 Suggary 02 2002-08-28 1205.3719 1.000
## 71 Waugh sanct. 07 2002-08-28 864.2857 2.900
## 72 Malt 11 2002-08-28 1116.1031 1.000
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 1.600
## 74 Sewell 08 2002-10-02 1170.8108 8.200
## 75 Pok amont 04 2002-10-02 653.2751 1.000
## 76 Waugh sanct. 07 2002-10-02 864.2857 2.900
## 77 Dempsey 12 2002-10-02 1127.0691 2.600
## 78 Branche sud aval 03 2002-10-02 1138.6319 2.300
## 79 McConnell Six Rd 05 2002-10-02 985.1521 7.000
## 80 Pollard 10 2002-10-02 1110.4258 1.700
## 81 br. sud amont 01 2002-10-02 1214.4196 2.400
## 82 Morrison 06 2002-10-02 726.6667 1.500
## 83 Malt 11 2002-10-02 1116.1031 1.300
## 84 Suggary 02 2002-10-02 1205.3719 1.000
## 85 Pok amont 04 2002-10-31 653.2751 1.500
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 2.700
## 87 Branche sud aval 03 2002-10-31 1138.6319 3.200
## 88 Sewell 08 2002-10-31 1170.8108 10.000
## 89 Suggary 02 2002-10-31 1205.3719 1.100
## 90 Waugh sanct. 07 2002-10-31 864.2857 11.300
## 91 Dempsey 12 2002-10-31 1127.0691 4.200
## 92 Morrison 06 2002-10-31 726.6667 2.500
## 93 McConnell Six Rd 05 2002-10-31 985.1521 10.800
## 94 Pollard 10 2002-10-31 1110.4258 2.200
## 95 br. sud amont 01 2002-10-31 1214.4196 4.800
## 96 Malt 11 2002-10-31 1116.1031 2.500ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre la COT et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Somme_ordre_vs_Coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,E.coli_MPN_100.mL))## Station2 Date pctSomme_ordre_1.5 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 1214.4196 10
## 2 Morrison 06 2001-08-01 726.6667 80
## 3 Malt 11 2001-08-01 1116.1031 30
## 4 Suggary 02 2001-08-01 1205.3719 10
## 5 Waugh sanct. 07 2001-08-01 864.2857 270
## 6 Dempsey 12 2001-08-01 1127.0691 50
## 7 Branche sud aval 03 2001-08-01 1138.6319 10
## 8 Sewell 08 2001-08-01 1170.8108 20
## 9 Pok amont 04 2001-08-01 653.2751 10
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 10
## 11 McConnell Six Rd 05 2001-08-01 985.1521 30
## 12 Pollard 10 2001-08-01 1110.4258 110
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 10
## 14 Pollard 10 2001-08-28 1110.4258 50
## 15 br. sud amont 01 2001-08-28 1214.4196 120
## 16 Morrison 06 2001-08-28 726.6667 90
## 17 Malt 11 2001-08-28 1116.1031 20
## 18 Suggary 02 2001-08-28 1205.3719 80
## 19 Waugh sanct. 07 2001-08-28 864.2857 430
## 20 Dempsey 12 2001-08-28 1127.0691 20
## 21 Branche sud aval 03 2001-08-28 1138.6319 110
## 22 Sewell 08 2001-08-28 1170.8108 210
## 23 Pok amont 04 2001-08-28 653.2751 10
## 24 McConnell Six Rd 05 2001-08-28 985.1521 250
## 25 Pok amont 04 2001-09-26 653.2751 530
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 830
## 27 McConnell Six Rd 05 2001-09-26 985.1521 120
## 28 Pollard 10 2001-09-26 1110.4258 1240
## 29 br. sud amont 01 2001-09-26 1214.4196 2000
## 30 Morrison 06 2001-09-26 726.6667 220
## 31 Malt 11 2001-09-26 1116.1031 150
## 32 Suggary 02 2001-09-26 1205.3719 150
## 33 Waugh sanct. 07 2001-09-26 864.2857 590
## 34 Dempsey 12 2001-09-26 1127.0691 150
## 35 Branche sud aval 03 2001-09-26 1138.6319 660
## 36 Sewell 08 2001-09-26 1170.8108 190
## 37 Sewell 08 2001-10-31 1170.8108 140
## 38 Pok amont 04 2001-10-31 653.2751 20
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 10
## 40 Morrison 06 2001-10-31 726.6667 10
## 41 McConnell Six Rd 05 2001-10-31 985.1521 310
## 42 Pollard 10 2001-10-31 1110.4258 50
## 43 br. sud amont 01 2001-10-31 1214.4196 20
## 44 Dempsey 12 2001-10-31 1127.0691 10
## 45 Malt 11 2001-10-31 1116.1031 100
## 46 Suggary 02 2001-10-31 1205.3719 30
## 47 Waugh sanct. 07 2001-10-31 864.2857 480
## 48 Branche sud aval 03 2001-10-31 1138.6319 30
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 10
## 50 Branche sud aval 03 2002-07-29 1138.6319 30
## 51 Sewell 08 2002-07-29 1170.8108 60
## 52 Pok amont 04 2002-07-29 653.2751 10
## 53 br. sud amont 01 2002-07-29 1214.4196 20
## 54 Morrison 06 2002-07-29 726.6667 10
## 55 McConnell Six Rd 05 2002-07-29 985.1521 10
## 56 Pollard 10 2002-07-29 1110.4258 660
## 57 Waugh sanct. 07 2002-07-29 864.2857 80
## 58 Dempsey 12 2002-07-29 1127.0691 25
## 59 Malt 11 2002-07-29 1116.1031 10
## 60 Suggary 02 2002-07-29 1205.3719 10
## 61 Pok amont 04 2002-08-28 653.2751 30
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 10
## 63 Dempsey 12 2002-08-28 1127.0691 10
## 64 Branche sud aval 03 2002-08-28 1138.6319 20
## 65 Sewell 08 2002-08-28 1170.8108 10
## 66 Pollard 10 2002-08-28 1110.4258 180
## 67 br. sud amont 01 2002-08-28 1214.4196 80
## 68 Morrison 06 2002-08-28 726.6667 20
## 69 McConnell Six Rd 05 2002-08-28 985.1521 310
## 70 Suggary 02 2002-08-28 1205.3719 15
## 71 Waugh sanct. 07 2002-08-28 864.2857 410
## 72 Malt 11 2002-08-28 1116.1031 30
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 10
## 74 Sewell 08 2002-10-02 1170.8108 25
## 75 Pok amont 04 2002-10-02 653.2751 10
## 76 Waugh sanct. 07 2002-10-02 864.2857 700
## 77 Dempsey 12 2002-10-02 1127.0691 30
## 78 Branche sud aval 03 2002-10-02 1138.6319 40
## 79 McConnell Six Rd 05 2002-10-02 985.1521 150
## 80 Pollard 10 2002-10-02 1110.4258 10
## 81 br. sud amont 01 2002-10-02 1214.4196 20
## 82 Morrison 06 2002-10-02 726.6667 10
## 83 Malt 11 2002-10-02 1116.1031 90
## 84 Suggary 02 2002-10-02 1205.3719 20
## 85 Pok amont 04 2002-10-31 653.2751 10
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 10
## 87 Branche sud aval 03 2002-10-31 1138.6319 10
## 88 Sewell 08 2002-10-31 1170.8108 10
## 89 Suggary 02 2002-10-31 1205.3719 50
## 90 Waugh sanct. 07 2002-10-31 864.2857 40
## 91 Dempsey 12 2002-10-31 1127.0691 10
## 92 Morrison 06 2002-10-31 726.6667 10
## 93 McConnell Six Rd 05 2002-10-31 985.1521 30
## 94 Pollard 10 2002-10-31 1110.4258 10
## 95 br. sud amont 01 2002-10-31 1214.4196 10
## 96 Malt 11 2002-10-31 1116.1031 10ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=E.coli_MPN_100.mL,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre les coliformes et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Somme_ordre_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Phosphorus_Total_mg_L))## Station2 Date pctSomme_ordre_1.5 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 1214.4196 0.0080
## 2 Morrison 06 2001-08-01 726.6667 0.0080
## 3 Malt 11 2001-08-01 1116.1031 0.0110
## 4 Suggary 02 2001-08-01 1205.3719 0.0090
## 5 Waugh sanct. 07 2001-08-01 864.2857 0.0150
## 6 Dempsey 12 2001-08-01 1127.0691 0.0140
## 7 Branche sud aval 03 2001-08-01 1138.6319 0.0080
## 8 Sewell 08 2001-08-01 1170.8108 0.0110
## 9 Pok amont 04 2001-08-01 653.2751 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 0.0090
## 11 McConnell Six Rd 05 2001-08-01 985.1521 0.0160
## 12 Pollard 10 2001-08-01 1110.4258 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 0.0070
## 14 Pollard 10 2001-08-28 1110.4258 0.0170
## 15 br. sud amont 01 2001-08-28 1214.4196 0.0060
## 16 Morrison 06 2001-08-28 726.6667 0.0080
## 17 Malt 11 2001-08-28 1116.1031 0.0080
## 18 Suggary 02 2001-08-28 1205.3719 0.0080
## 19 Waugh sanct. 07 2001-08-28 864.2857 0.0090
## 20 Dempsey 12 2001-08-28 1127.0691 0.0110
## 21 Branche sud aval 03 2001-08-28 1138.6319 0.0070
## 22 Sewell 08 2001-08-28 1170.8108 0.0170
## 23 Pok amont 04 2001-08-28 653.2751 0.0060
## 24 McConnell Six Rd 05 2001-08-28 985.1521 0.0130
## 25 Pok amont 04 2001-09-26 653.2751 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 0.0140
## 27 McConnell Six Rd 05 2001-09-26 985.1521 0.0130
## 28 Pollard 10 2001-09-26 1110.4258 0.0155
## 29 br. sud amont 01 2001-09-26 1214.4196 0.0130
## 30 Morrison 06 2001-09-26 726.6667 0.0080
## 31 Malt 11 2001-09-26 1116.1031 0.0120
## 32 Suggary 02 2001-09-26 1205.3719 0.0090
## 33 Waugh sanct. 07 2001-09-26 864.2857 0.0140
## 34 Dempsey 12 2001-09-26 1127.0691 0.0190
## 35 Branche sud aval 03 2001-09-26 1138.6319 0.0090
## 36 Sewell 08 2001-09-26 1170.8108 0.0120
## 37 Sewell 08 2001-10-31 1170.8108 0.0120
## 38 Pok amont 04 2001-10-31 653.2751 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 0.0050
## 40 Morrison 06 2001-10-31 726.6667 0.0060
## 41 McConnell Six Rd 05 2001-10-31 985.1521 0.0110
## 42 Pollard 10 2001-10-31 1110.4258 0.0080
## 43 br. sud amont 01 2001-10-31 1214.4196 0.0050
## 44 Dempsey 12 2001-10-31 1127.0691 0.0090
## 45 Malt 11 2001-10-31 1116.1031 0.0070
## 46 Suggary 02 2001-10-31 1205.3719 0.0080
## 47 Waugh sanct. 07 2001-10-31 864.2857 0.0120
## 48 Branche sud aval 03 2001-10-31 1138.6319 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 0.0050
## 50 Branche sud aval 03 2002-07-29 1138.6319 0.0070
## 51 Sewell 08 2002-07-29 1170.8108 0.0200
## 52 Pok amont 04 2002-07-29 653.2751 0.0060
## 53 br. sud amont 01 2002-07-29 1214.4196 0.0060
## 54 Morrison 06 2002-07-29 726.6667 0.0080
## 55 McConnell Six Rd 05 2002-07-29 985.1521 0.0130
## 56 Pollard 10 2002-07-29 1110.4258 0.0230
## 57 Waugh sanct. 07 2002-07-29 864.2857 0.0120
## 58 Dempsey 12 2002-07-29 1127.0691 0.0100
## 59 Malt 11 2002-07-29 1116.1031 0.0090
## 60 Suggary 02 2002-07-29 1205.3719 0.0070
## 61 Pok amont 04 2002-08-28 653.2751 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 0.0090
## 63 Dempsey 12 2002-08-28 1127.0691 0.0130
## 64 Branche sud aval 03 2002-08-28 1138.6319 0.0080
## 65 Sewell 08 2002-08-28 1170.8108 0.0100
## 66 Pollard 10 2002-08-28 1110.4258 0.0160
## 67 br. sud amont 01 2002-08-28 1214.4196 0.0070
## 68 Morrison 06 2002-08-28 726.6667 0.0090
## 69 McConnell Six Rd 05 2002-08-28 985.1521 0.0140
## 70 Suggary 02 2002-08-28 1205.3719 0.0100
## 71 Waugh sanct. 07 2002-08-28 864.2857 0.0130
## 72 Malt 11 2002-08-28 1116.1031 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 0.0070
## 74 Sewell 08 2002-10-02 1170.8108 0.0155
## 75 Pok amont 04 2002-10-02 653.2751 0.0060
## 76 Waugh sanct. 07 2002-10-02 864.2857 0.0090
## 77 Dempsey 12 2002-10-02 1127.0691 0.0120
## 78 Branche sud aval 03 2002-10-02 1138.6319 0.0080
## 79 McConnell Six Rd 05 2002-10-02 985.1521 0.0110
## 80 Pollard 10 2002-10-02 1110.4258 0.0110
## 81 br. sud amont 01 2002-10-02 1214.4196 0.0050
## 82 Morrison 06 2002-10-02 726.6667 0.0050
## 83 Malt 11 2002-10-02 1116.1031 0.0080
## 84 Suggary 02 2002-10-02 1205.3719 0.0070
## 85 Pok amont 04 2002-10-31 653.2751 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 0.0050
## 87 Branche sud aval 03 2002-10-31 1138.6319 0.0050
## 88 Sewell 08 2002-10-31 1170.8108 0.0130
## 89 Suggary 02 2002-10-31 1205.3719 0.0050
## 90 Waugh sanct. 07 2002-10-31 864.2857 0.0080
## 91 Dempsey 12 2002-10-31 1127.0691 0.0080
## 92 Morrison 06 2002-10-31 726.6667 0.0050
## 93 McConnell Six Rd 05 2002-10-31 985.1521 0.0090
## 94 Pollard 10 2002-10-31 1110.4258 0.0060
## 95 br. sud amont 01 2002-10-31 1214.4196 0.0065
## 96 Malt 11 2002-10-31 1116.1031 0.0050ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre le phosphore et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
Somme_ordre_vs_Nitrate_as_N_mg_L
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Nitrate_as_N_mg_L))## Station2 Date pctSomme_ordre_1.5 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 1214.4196 0.0500
## 2 Morrison 06 2001-08-01 726.6667 0.0940
## 3 Malt 11 2001-08-01 1116.1031 0.0500
## 4 Suggary 02 2001-08-01 1205.3719 0.0500
## 5 Waugh sanct. 07 2001-08-01 864.2857 0.0500
## 6 Dempsey 12 2001-08-01 1127.0691 0.0500
## 7 Branche sud aval 03 2001-08-01 1138.6319 0.0500
## 8 Sewell 08 2001-08-01 1170.8108 0.1360
## 9 Pok amont 04 2001-08-01 653.2751 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 0.0500
## 11 McConnell Six Rd 05 2001-08-01 985.1521 0.2510
## 12 Pollard 10 2001-08-01 1110.4258 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 0.0500
## 14 Pollard 10 2001-08-28 1110.4258 0.3010
## 15 br. sud amont 01 2001-08-28 1214.4196 0.0500
## 16 Morrison 06 2001-08-28 726.6667 0.0910
## 17 Malt 11 2001-08-28 1116.1031 0.0500
## 18 Suggary 02 2001-08-28 1205.3719 0.0500
## 19 Waugh sanct. 07 2001-08-28 864.2857 0.0500
## 20 Dempsey 12 2001-08-28 1127.0691 0.0500
## 21 Branche sud aval 03 2001-08-28 1138.6319 0.0500
## 22 Sewell 08 2001-08-28 1170.8108 0.1330
## 23 Pok amont 04 2001-08-28 653.2751 0.0500
## 24 McConnell Six Rd 05 2001-08-28 985.1521 0.2810
## 25 Pok amont 04 2001-09-26 653.2751 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 0.0500
## 27 McConnell Six Rd 05 2001-09-26 985.1521 0.2110
## 28 Pollard 10 2001-09-26 1110.4258 0.1845
## 29 br. sud amont 01 2001-09-26 1214.4196 0.0770
## 30 Morrison 06 2001-09-26 726.6667 0.0500
## 31 Malt 11 2001-09-26 1116.1031 0.0500
## 32 Suggary 02 2001-09-26 1205.3719 0.0500
## 33 Waugh sanct. 07 2001-09-26 864.2857 0.0500
## 34 Dempsey 12 2001-09-26 1127.0691 0.0500
## 35 Branche sud aval 03 2001-09-26 1138.6319 0.0500
## 36 Sewell 08 2001-09-26 1170.8108 0.0500
## 37 Sewell 08 2001-10-31 1170.8108 0.0500
## 38 Pok amont 04 2001-10-31 653.2751 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 0.0500
## 40 Morrison 06 2001-10-31 726.6667 0.0500
## 41 McConnell Six Rd 05 2001-10-31 985.1521 0.0500
## 42 Pollard 10 2001-10-31 1110.4258 0.2300
## 43 br. sud amont 01 2001-10-31 1214.4196 0.0500
## 44 Dempsey 12 2001-10-31 1127.0691 0.0500
## 45 Malt 11 2001-10-31 1116.1031 0.0500
## 46 Suggary 02 2001-10-31 1205.3719 0.0500
## 47 Waugh sanct. 07 2001-10-31 864.2857 0.0500
## 48 Branche sud aval 03 2001-10-31 1138.6319 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 0.0500
## 50 Branche sud aval 03 2002-07-29 1138.6319 0.0500
## 51 Sewell 08 2002-07-29 1170.8108 0.2200
## 52 Pok amont 04 2002-07-29 653.2751 0.0700
## 53 br. sud amont 01 2002-07-29 1214.4196 0.0500
## 54 Morrison 06 2002-07-29 726.6667 0.0700
## 55 McConnell Six Rd 05 2002-07-29 985.1521 0.2800
## 56 Pollard 10 2002-07-29 1110.4258 0.3300
## 57 Waugh sanct. 07 2002-07-29 864.2857 0.0500
## 58 Dempsey 12 2002-07-29 1127.0691 0.0500
## 59 Malt 11 2002-07-29 1116.1031 0.0500
## 60 Suggary 02 2002-07-29 1205.3719 0.1900
## 61 Pok amont 04 2002-08-28 653.2751 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 0.0500
## 63 Dempsey 12 2002-08-28 1127.0691 0.0500
## 64 Branche sud aval 03 2002-08-28 1138.6319 0.0500
## 65 Sewell 08 2002-08-28 1170.8108 0.0500
## 66 Pollard 10 2002-08-28 1110.4258 0.1800
## 67 br. sud amont 01 2002-08-28 1214.4196 0.0500
## 68 Morrison 06 2002-08-28 726.6667 0.0700
## 69 McConnell Six Rd 05 2002-08-28 985.1521 0.3000
## 70 Suggary 02 2002-08-28 1205.3719 0.1750
## 71 Waugh sanct. 07 2002-08-28 864.2857 0.0500
## 72 Malt 11 2002-08-28 1116.1031 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 0.0500
## 74 Sewell 08 2002-10-02 1170.8108 0.0500
## 75 Pok amont 04 2002-10-02 653.2751 0.0500
## 76 Waugh sanct. 07 2002-10-02 864.2857 0.0500
## 77 Dempsey 12 2002-10-02 1127.0691 0.0500
## 78 Branche sud aval 03 2002-10-02 1138.6319 0.0500
## 79 McConnell Six Rd 05 2002-10-02 985.1521 0.1900
## 80 Pollard 10 2002-10-02 1110.4258 0.1300
## 81 br. sud amont 01 2002-10-02 1214.4196 0.0500
## 82 Morrison 06 2002-10-02 726.6667 0.0500
## 83 Malt 11 2002-10-02 1116.1031 0.0500
## 84 Suggary 02 2002-10-02 1205.3719 0.1300
## 85 Pok amont 04 2002-10-31 653.2751 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 0.0500
## 87 Branche sud aval 03 2002-10-31 1138.6319 0.0500
## 88 Sewell 08 2002-10-31 1170.8108 0.2300
## 89 Suggary 02 2002-10-31 1205.3719 0.1500
## 90 Waugh sanct. 07 2002-10-31 864.2857 0.0800
## 91 Dempsey 12 2002-10-31 1127.0691 0.0500
## 92 Morrison 06 2002-10-31 726.6667 0.0700
## 93 McConnell Six Rd 05 2002-10-31 985.1521 0.2200
## 94 Pollard 10 2002-10-31 1110.4258 0.1900
## 95 br. sud amont 01 2002-10-31 1214.4196 0.0500
## 96 Malt 11 2002-10-31 1116.1031 0.1300ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre le nitrate et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
F: superficie de champs
# Crée la variable pourcentage
Period1$pctF_supdrainee_1990 = Period1$F_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctF_supdrainee_2020 = Period1$F_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvsuperficie_champs_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctF_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.021343050 11.5
## 2 Morrison 06 2001-08-01 0.004724409 10.2
## 3 Malt 11 2001-08-01 0.056897477 25.2
## 4 Suggary 02 2001-08-01 0.106404959 14.4
## 5 Waugh sanct. 07 2001-08-01 0.016216216 10.8
## 6 Dempsey 12 2001-08-01 0.082278481 20.4
## 7 Branche sud aval 03 2001-08-01 0.007827789 13.5
## 8 Sewell 08 2001-08-01 0.102364865 12.8
## 9 Pok amont 04 2001-08-01 0.000000000 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 9.0
## 12 Pollard 10 2001-08-01 0.120411160 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 9.3
## 14 Pollard 10 2001-08-28 0.120411160 12.0
## 15 br. sud amont 01 2001-08-28 0.021343050 10.0
## 16 Morrison 06 2001-08-28 0.004724409 NaN
## 17 Malt 11 2001-08-28 0.056897477 8.8
## 18 Suggary 02 2001-08-28 0.106404959 13.0
## 19 Waugh sanct. 07 2001-08-28 0.016216216 10.6
## 20 Dempsey 12 2001-08-28 0.082278481 13.5
## 21 Branche sud aval 03 2001-08-28 0.007827789 11.5
## 22 Sewell 08 2001-08-28 0.102364865 13.5
## 23 Pok amont 04 2001-08-28 0.000000000 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 10.9
## 25 Pok amont 04 2001-09-26 0.000000000 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 11.8
## 28 Pollard 10 2001-09-26 0.120411160 12.7
## 29 br. sud amont 01 2001-09-26 0.021343050 11.5
## 30 Morrison 06 2001-09-26 0.004724409 11.2
## 31 Malt 11 2001-09-26 0.056897477 9.3
## 32 Suggary 02 2001-09-26 0.106404959 12.9
## 33 Waugh sanct. 07 2001-09-26 0.016216216 10.4
## 34 Dempsey 12 2001-09-26 0.082278481 13.4
## 35 Branche sud aval 03 2001-09-26 0.007827789 12.0
## 36 Sewell 08 2001-09-26 0.102364865 12.9
## 37 Sewell 08 2001-10-31 0.102364865 1.4
## 38 Pok amont 04 2001-10-31 0.000000000 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 3.0
## 40 Morrison 06 2001-10-31 0.004724409 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 2.1
## 42 Pollard 10 2001-10-31 0.120411160 3.3
## 43 br. sud amont 01 2001-10-31 0.021343050 2.7
## 44 Dempsey 12 2001-10-31 0.082278481 3.9
## 45 Malt 11 2001-10-31 0.056897477 4.8
## 46 Suggary 02 2001-10-31 0.106404959 2.1
## 47 Waugh sanct. 07 2001-10-31 0.016216216 2.7
## 48 Branche sud aval 03 2001-10-31 0.007827789 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 17.5
## 50 Branche sud aval 03 2002-07-29 0.007827789 15.7
## 51 Sewell 08 2002-07-29 0.102364865 16.8
## 52 Pok amont 04 2002-07-29 0.000000000 13.3
## 53 br. sud amont 01 2002-07-29 0.021343050 14.7
## 54 Morrison 06 2002-07-29 0.004724409 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 17.4
## 56 Pollard 10 2002-07-29 0.120411160 17.0
## 57 Waugh sanct. 07 2002-07-29 0.016216216 16.4
## 58 Dempsey 12 2002-07-29 0.082278481 15.6
## 59 Malt 11 2002-07-29 0.056897477 14.9
## 60 Suggary 02 2002-07-29 0.106404959 17.9
## 61 Pok amont 04 2002-08-28 0.000000000 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 10.2
## 63 Dempsey 12 2002-08-28 0.082278481 13.2
## 64 Branche sud aval 03 2002-08-28 0.007827789 11.3
## 65 Sewell 08 2002-08-28 0.102364865 13.1
## 66 Pollard 10 2002-08-28 0.120411160 11.1
## 67 br. sud amont 01 2002-08-28 0.021343050 11.1
## 68 Morrison 06 2002-08-28 0.004724409 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 12.9
## 70 Suggary 02 2002-08-28 0.106404959 10.6
## 71 Waugh sanct. 07 2002-08-28 0.016216216 10.1
## 72 Malt 11 2002-08-28 0.056897477 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 10.7
## 74 Sewell 08 2002-10-02 0.102364865 12.7
## 75 Pok amont 04 2002-10-02 0.000000000 7.8
## 76 Waugh sanct. 07 2002-10-02 0.016216216 10.7
## 77 Dempsey 12 2002-10-02 0.082278481 11.1
## 78 Branche sud aval 03 2002-10-02 0.007827789 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 12.9
## 80 Pollard 10 2002-10-02 0.120411160 10.8
## 81 br. sud amont 01 2002-10-02 0.021343050 11.0
## 82 Morrison 06 2002-10-02 0.004724409 10.5
## 83 Malt 11 2002-10-02 0.056897477 7.8
## 84 Suggary 02 2002-10-02 0.106404959 10.3
## 85 Pok amont 04 2002-10-31 0.000000000 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 2.7
## 87 Branche sud aval 03 2002-10-31 0.007827789 NaN
## 88 Sewell 08 2002-10-31 0.102364865 1.6
## 89 Suggary 02 2002-10-31 0.106404959 2.7
## 90 Waugh sanct. 07 2002-10-31 0.016216216 2.7
## 91 Dempsey 12 2002-10-31 0.082278481 3.3
## 92 Morrison 06 2002-10-31 0.004724409 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 2.3
## 94 Pollard 10 2002-10-31 0.120411160 2.7
## 95 br. sud amont 01 2002-10-31 0.021343050 2.5
## 96 Malt 11 2002-10-31 0.056897477 4.4subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctF_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.015616866 11.5
## 98 Dempsey 12 2021-07-28 0.012073491 16.1
## 99 Branche sud aval 03 2021-07-28 0.050993022 15.5
## 100 Sewell 08 2021-07-28 0.140495868 14.2
## 101 Waugh sanct. 07 2021-07-28 0.009266409 12.1
## 102 br. sud amont 01 2021-07-28 0.088120740 14.0
## 103 Morrison 06 2021-07-28 0.007294076 15.7
## 104 Malt 11 2021-07-28 0.116554054 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 16.9
## 106 Pollard 10 2021-07-28 0.026415094 14.6
## 107 Pok amont 04 2021-07-28 0.098389982 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 11.9
## 109 Malt 11 2021-08-31 0.026415094 12.0
## 110 Suggary 02 2021-08-31 0.132158590 11.0
## 111 Waugh sanct. 07 2021-08-31 0.015616866 12.8
## 112 Dempsey 12 2021-08-31 0.012073491 15.0
## 113 Branche sud aval 03 2021-08-31 0.050993022 15.0
## 114 Sewell 08 2021-08-31 0.140495868 14.6
## 115 Pollard 10 2021-08-31 0.009266409 15.7
## 116 br. sud amont 01 2021-08-31 0.088120740 13.7
## 117 Morrison 06 2021-08-31 0.007294076 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 16.4
## 120 Pok amont 04 2021-08-31 0.098389982 10.8
## 121 Suggary 02 2021-10-05 0.000000000 6.3
## 122 Morrison 06 2021-10-05 0.026415094 7.0
## 123 Malt 11 2021-10-05 0.098389982 8.5
## 124 Sewell 08 2021-10-05 0.132158590 8.0
## 125 Waugh sanct. 07 2021-10-05 0.015616866 9.0
## 126 Dempsey 12 2021-10-05 0.012073491 8.7
## 127 Branche sud aval 03 2021-10-05 0.050993022 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 7.9
## 129 Pollard 10 2021-10-05 0.009266409 8.7
## 130 br. sud amont 01 2021-10-05 0.088120740 7.3
## 131 Pok amont 04 2021-10-05 0.007294076 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 6.4
## 133 Malt 11 2021-10-28 0.116554054 7.1
## 134 Suggary 02 2021-10-28 0.000000000 6.7
## 135 br. sud amont 01 2021-10-28 0.026415094 7.0
## 136 Morrison 06 2021-10-28 0.012073491 6.4
## 137 Branche sud aval 03 2021-10-28 0.098389982 6.7
## 138 Sewell 08 2021-10-28 0.132158590 7.4
## 139 Waugh sanct. 07 2021-10-28 0.015616866 7.3
## 140 Dempsey 12 2021-10-28 0.088120740 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 7.2
## 143 Pollard 10 2021-10-28 0.009266409 7.5
## 144 Pok amont 04 2021-10-28 0.007294076 7.2
## 145 Pollard 10 2022-07-28 0.026415094 14.2
## 146 Morrison 06 2022-07-28 0.007294076 13.3
## 147 Malt 11 2022-07-28 0.116554054 12.9
## 148 Suggary 02 2022-07-28 0.000000000 11.4
## 149 br. sud amont 01 2022-07-28 0.015616866 14.9
## 150 Dempsey 12 2022-07-28 0.012073491 15.3
## 151 Branche sud aval 03 2022-07-28 0.098389982 15.5
## 152 Sewell 08 2022-07-28 0.132158590 15.1
## 153 Waugh sanct. 07 2022-07-28 0.009266409 13.1
## 154 Pok amont 04 2022-07-28 0.088120740 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 16.2
## 158 Pollard 10 2022-09-01 0.026415094 15.1
## 159 br. sud amont 01 2022-09-01 0.088120740 14.8
## 160 Morrison 06 2022-09-01 0.007294076 15.0
## 161 Malt 11 2022-09-01 0.116554054 12.3
## 162 Suggary 02 2022-09-01 0.132158590 11.9
## 163 Waugh sanct. 07 2022-09-01 0.015616866 14.0
## 164 Dempsey 12 2022-09-01 0.012073491 15.0
## 165 Branche sud aval 03 2022-09-01 0.098389982 16.2
## 166 Sewell 08 2022-09-01 0.140495868 15.9
## 167 Pok amont 04 2022-09-01 0.009266409 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 12.9
## 169 Sewell 08 2022-10-03 0.026415094 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 6.5
## 172 Pollard 10 2022-10-03 0.009266409 6.5
## 173 br. sud amont 01 2022-10-03 0.088120740 5.6
## 174 Morrison 06 2022-10-03 0.007294076 4.7
## 175 Malt 11 2022-10-03 0.098389982 7.9
## 176 Suggary 02 2022-10-03 0.132158590 4.5
## 177 Waugh sanct. 07 2022-10-03 0.015616866 6.3
## 178 Dempsey 12 2022-10-03 0.012073491 6.0
## 179 Branche sud aval 03 2022-10-03 0.050993022 6.2
## 180 Pok amont 04 2022-10-03 0.140495868 6.5
## 181 Branche sud aval 03 2022-11-01 0.000000000 6.5
## 182 Sewell 08 2022-11-01 0.026415094 7.1
## 183 Pok amont 04 2022-11-01 0.007294076 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 7.4
## 186 Pollard 10 2022-11-01 0.009266409 8.0
## 187 br. sud amont 01 2022-11-01 0.088120740 7.0
## 188 Morrison 06 2022-11-01 0.012073491 5.9
## 189 Malt 11 2022-11-01 0.098389982 7.6
## 190 Suggary 02 2022-11-01 0.132158590 6.5
## 191 Waugh sanct. 07 2022-11-01 0.015616866 7.3
## 192 Dempsey 12 2022-11-01 0.050993022 7.8ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
superficie_champs_vs_Oxygène
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctF_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.021343050 11.30
## 2 Morrison 06 2001-08-01 0.004724409 10.60
## 3 Malt 11 2001-08-01 0.056897477 11.80
## 4 Suggary 02 2001-08-01 0.106404959 10.50
## 5 Waugh sanct. 07 2001-08-01 0.016216216 10.40
## 6 Dempsey 12 2001-08-01 0.082278481 8.10
## 7 Branche sud aval 03 2001-08-01 0.007827789 11.00
## 8 Sewell 08 2001-08-01 0.102364865 11.10
## 9 Pok amont 04 2001-08-01 0.000000000 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 12.10
## 12 Pollard 10 2001-08-01 0.120411160 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 10.60
## 14 Pollard 10 2001-08-28 0.120411160 9.60
## 15 br. sud amont 01 2001-08-28 0.021343050 10.12
## 16 Morrison 06 2001-08-28 0.004724409 NaN
## 17 Malt 11 2001-08-28 0.056897477 10.60
## 18 Suggary 02 2001-08-28 0.106404959 9.45
## 19 Waugh sanct. 07 2001-08-28 0.016216216 10.00
## 20 Dempsey 12 2001-08-28 0.082278481 8.80
## 21 Branche sud aval 03 2001-08-28 0.007827789 10.00
## 22 Sewell 08 2001-08-28 0.102364865 9.40
## 23 Pok amont 04 2001-08-28 0.000000000 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 10.00
## 25 Pok amont 04 2001-09-26 0.000000000 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 8.51
## 28 Pollard 10 2001-09-26 0.120411160 8.40
## 29 br. sud amont 01 2001-09-26 0.021343050 8.50
## 30 Morrison 06 2001-09-26 0.004724409 8.60
## 31 Malt 11 2001-09-26 0.056897477 9.00
## 32 Suggary 02 2001-09-26 0.106404959 8.44
## 33 Waugh sanct. 07 2001-09-26 0.016216216 8.62
## 34 Dempsey 12 2001-09-26 0.082278481 8.30
## 35 Branche sud aval 03 2001-09-26 0.007827789 9.20
## 36 Sewell 08 2001-09-26 0.102364865 7.92
## 37 Sewell 08 2001-10-31 0.102364865 7.70
## 38 Pok amont 04 2001-10-31 0.000000000 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 9.46
## 40 Morrison 06 2001-10-31 0.004724409 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 8.70
## 42 Pollard 10 2001-10-31 0.120411160 8.85
## 43 br. sud amont 01 2001-10-31 0.021343050 7.80
## 44 Dempsey 12 2001-10-31 0.082278481 8.43
## 45 Malt 11 2001-10-31 0.056897477 9.20
## 46 Suggary 02 2001-10-31 0.106404959 7.30
## 47 Waugh sanct. 07 2001-10-31 0.016216216 8.00
## 48 Branche sud aval 03 2001-10-31 0.007827789 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 8.01
## 50 Branche sud aval 03 2002-07-29 0.007827789 8.50
## 51 Sewell 08 2002-07-29 0.102364865 7.60
## 52 Pok amont 04 2002-07-29 0.000000000 8.17
## 53 br. sud amont 01 2002-07-29 0.021343050 8.65
## 54 Morrison 06 2002-07-29 0.004724409 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 7.10
## 56 Pollard 10 2002-07-29 0.120411160 7.45
## 57 Waugh sanct. 07 2002-07-29 0.016216216 7.90
## 58 Dempsey 12 2002-07-29 0.082278481 8.30
## 59 Malt 11 2002-07-29 0.056897477 8.90
## 60 Suggary 02 2002-07-29 0.106404959 8.20
## 61 Pok amont 04 2002-08-28 0.000000000 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 9.46
## 63 Dempsey 12 2002-08-28 0.082278481 8.20
## 64 Branche sud aval 03 2002-08-28 0.007827789 10.41
## 65 Sewell 08 2002-08-28 0.102364865 9.80
## 66 Pollard 10 2002-08-28 0.120411160 9.02
## 67 br. sud amont 01 2002-08-28 0.021343050 10.20
## 68 Morrison 06 2002-08-28 0.004724409 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 11.05
## 70 Suggary 02 2002-08-28 0.106404959 11.24
## 71 Waugh sanct. 07 2002-08-28 0.016216216 10.00
## 72 Malt 11 2002-08-28 0.056897477 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 4.42
## 74 Sewell 08 2002-10-02 0.102364865 6.84
## 75 Pok amont 04 2002-10-02 0.000000000 7.20
## 76 Waugh sanct. 07 2002-10-02 0.016216216 6.10
## 77 Dempsey 12 2002-10-02 0.082278481 5.70
## 78 Branche sud aval 03 2002-10-02 0.007827789 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 7.49
## 80 Pollard 10 2002-10-02 0.120411160 6.80
## 81 br. sud amont 01 2002-10-02 0.021343050 7.16
## 82 Morrison 06 2002-10-02 0.004724409 7.60
## 83 Malt 11 2002-10-02 0.056897477 6.40
## 84 Suggary 02 2002-10-02 0.106404959 8.08
## 85 Pok amont 04 2002-10-31 0.000000000 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 8.50
## 87 Branche sud aval 03 2002-10-31 0.007827789 NaN
## 88 Sewell 08 2002-10-31 0.102364865 8.30
## 89 Suggary 02 2002-10-31 0.106404959 8.60
## 90 Waugh sanct. 07 2002-10-31 0.016216216 7.00
## 91 Dempsey 12 2002-10-31 0.082278481 7.40
## 92 Morrison 06 2002-10-31 0.004724409 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 7.60
## 94 Pollard 10 2002-10-31 0.120411160 7.60
## 95 br. sud amont 01 2002-10-31 0.021343050 8.20
## 96 Malt 11 2002-10-31 0.056897477 8.00subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctF_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.015616866 9.68
## 98 Dempsey 12 2021-07-28 0.012073491 9.38
## 99 Branche sud aval 03 2021-07-28 0.050993022 8.51
## 100 Sewell 08 2021-07-28 0.140495868 9.29
## 101 Waugh sanct. 07 2021-07-28 0.009266409 9.84
## 102 br. sud amont 01 2021-07-28 0.088120740 8.43
## 103 Morrison 06 2021-07-28 0.007294076 9.04
## 104 Malt 11 2021-07-28 0.116554054 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 8.70
## 106 Pollard 10 2021-07-28 0.026415094 9.81
## 107 Pok amont 04 2021-07-28 0.098389982 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 10.29
## 109 Malt 11 2021-08-31 0.026415094 11.07
## 110 Suggary 02 2021-08-31 0.132158590 10.16
## 111 Waugh sanct. 07 2021-08-31 0.015616866 10.03
## 112 Dempsey 12 2021-08-31 0.012073491 9.51
## 113 Branche sud aval 03 2021-08-31 0.050993022 8.83
## 114 Sewell 08 2021-08-31 0.140495868 8.18
## 115 Pollard 10 2021-08-31 0.009266409 8.15
## 116 br. sud amont 01 2021-08-31 0.088120740 7.94
## 117 Morrison 06 2021-08-31 0.007294076 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 8.54
## 120 Pok amont 04 2021-08-31 0.098389982 8.70
## 121 Suggary 02 2021-10-05 0.000000000 12.14
## 122 Morrison 06 2021-10-05 0.026415094 11.19
## 123 Malt 11 2021-10-05 0.098389982 10.27
## 124 Sewell 08 2021-10-05 0.132158590 11.17
## 125 Waugh sanct. 07 2021-10-05 0.015616866 10.42
## 126 Dempsey 12 2021-10-05 0.012073491 10.86
## 127 Branche sud aval 03 2021-10-05 0.050993022 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 10.87
## 129 Pollard 10 2021-10-05 0.009266409 11.29
## 130 br. sud amont 01 2021-10-05 0.088120740 10.74
## 131 Pok amont 04 2021-10-05 0.007294076 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 11.40
## 133 Malt 11 2021-10-28 0.116554054 10.50
## 134 Suggary 02 2021-10-28 0.000000000 11.68
## 135 br. sud amont 01 2021-10-28 0.026415094 10.93
## 136 Morrison 06 2021-10-28 0.012073491 11.66
## 137 Branche sud aval 03 2021-10-28 0.098389982 11.22
## 138 Sewell 08 2021-10-28 0.132158590 11.44
## 139 Waugh sanct. 07 2021-10-28 0.015616866 10.96
## 140 Dempsey 12 2021-10-28 0.088120740 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 10.41
## 143 Pollard 10 2021-10-28 0.009266409 10.54
## 144 Pok amont 04 2021-10-28 0.007294076 10.80
## 145 Pollard 10 2022-07-28 0.026415094 10.75
## 146 Morrison 06 2022-07-28 0.007294076 10.00
## 147 Malt 11 2022-07-28 0.116554054 11.60
## 148 Suggary 02 2022-07-28 0.000000000 11.40
## 149 br. sud amont 01 2022-07-28 0.015616866 8.64
## 150 Dempsey 12 2022-07-28 0.012073491 9.34
## 151 Branche sud aval 03 2022-07-28 0.098389982 9.55
## 152 Sewell 08 2022-07-28 0.132158590 9.50
## 153 Waugh sanct. 07 2022-07-28 0.009266409 9.90
## 154 Pok amont 04 2022-07-28 0.088120740 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 9.19
## 158 Pollard 10 2022-09-01 0.026415094 10.25
## 159 br. sud amont 01 2022-09-01 0.088120740 8.28
## 160 Morrison 06 2022-09-01 0.007294076 9.52
## 161 Malt 11 2022-09-01 0.116554054 11.08
## 162 Suggary 02 2022-09-01 0.132158590 10.24
## 163 Waugh sanct. 07 2022-09-01 0.015616866 9.22
## 164 Dempsey 12 2022-09-01 0.012073491 9.44
## 165 Branche sud aval 03 2022-09-01 0.098389982 8.95
## 166 Sewell 08 2022-09-01 0.140495868 9.02
## 167 Pok amont 04 2022-09-01 0.009266409 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 10.06
## 169 Sewell 08 2022-10-03 0.026415094 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 12.20
## 172 Pollard 10 2022-10-03 0.009266409 13.04
## 173 br. sud amont 01 2022-10-03 0.088120740 11.04
## 174 Morrison 06 2022-10-03 0.007294076 12.92
## 175 Malt 11 2022-10-03 0.098389982 12.67
## 176 Suggary 02 2022-10-03 0.132158590 13.13
## 177 Waugh sanct. 07 2022-10-03 0.015616866 12.07
## 178 Dempsey 12 2022-10-03 0.012073491 11.87
## 179 Branche sud aval 03 2022-10-03 0.050993022 12.21
## 180 Pok amont 04 2022-10-03 0.140495868 10.04
## 181 Branche sud aval 03 2022-11-01 0.000000000 12.07
## 182 Sewell 08 2022-11-01 0.026415094 12.13
## 183 Pok amont 04 2022-11-01 0.007294076 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 11.17
## 186 Pollard 10 2022-11-01 0.009266409 10.85
## 187 br. sud amont 01 2022-11-01 0.088120740 11.78
## 188 Morrison 06 2022-11-01 0.012073491 12.66
## 189 Malt 11 2022-11-01 0.098389982 11.63
## 190 Suggary 02 2022-11-01 0.132158590 12.35
## 191 Waugh sanct. 07 2022-11-01 0.015616866 9.42
## 192 Dempsey 12 2022-11-01 0.050993022 11.07ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
superficie_champs_vs_Conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctF_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.021343050 171.0
## 2 Morrison 06 2001-08-01 0.004724409 114.0
## 3 Malt 11 2001-08-01 0.056897477 108.0
## 4 Suggary 02 2001-08-01 0.106404959 118.0
## 5 Waugh sanct. 07 2001-08-01 0.016216216 133.0
## 6 Dempsey 12 2001-08-01 0.082278481 128.0
## 7 Branche sud aval 03 2001-08-01 0.007827789 115.0
## 8 Sewell 08 2001-08-01 0.102364865 134.0
## 9 Pok amont 04 2001-08-01 0.000000000 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 100.0
## 12 Pollard 10 2001-08-01 0.120411160 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 105.0
## 14 Pollard 10 2001-08-28 0.120411160 162.0
## 15 br. sud amont 01 2001-08-28 0.021343050 177.0
## 16 Morrison 06 2001-08-28 0.004724409 115.0
## 17 Malt 11 2001-08-28 0.056897477 90.3
## 18 Suggary 02 2001-08-28 0.106404959 119.0
## 19 Waugh sanct. 07 2001-08-28 0.016216216 132.0
## 20 Dempsey 12 2001-08-28 0.082278481 129.0
## 21 Branche sud aval 03 2001-08-28 0.007827789 113.0
## 22 Sewell 08 2001-08-28 0.102364865 150.0
## 23 Pok amont 04 2001-08-28 0.000000000 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 112.0
## 25 Pok amont 04 2001-09-26 0.000000000 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 111.0
## 28 Pollard 10 2001-09-26 0.120411160 153.5
## 29 br. sud amont 01 2001-09-26 0.021343050 158.0
## 30 Morrison 06 2001-09-26 0.004724409 117.0
## 31 Malt 11 2001-09-26 0.056897477 97.7
## 32 Suggary 02 2001-09-26 0.106404959 139.0
## 33 Waugh sanct. 07 2001-09-26 0.016216216 136.0
## 34 Dempsey 12 2001-09-26 0.082278481 137.0
## 35 Branche sud aval 03 2001-09-26 0.007827789 123.0
## 36 Sewell 08 2001-09-26 0.102364865 173.0
## 37 Sewell 08 2001-10-31 0.102364865 111.0
## 38 Pok amont 04 2001-10-31 0.000000000 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 112.0
## 40 Morrison 06 2001-10-31 0.004724409 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 87.2
## 42 Pollard 10 2001-10-31 0.120411160 164.0
## 43 br. sud amont 01 2001-10-31 0.021343050 162.0
## 44 Dempsey 12 2001-10-31 0.082278481 128.0
## 45 Malt 11 2001-10-31 0.056897477 98.8
## 46 Suggary 02 2001-10-31 0.106404959 120.0
## 47 Waugh sanct. 07 2001-10-31 0.016216216 102.0
## 48 Branche sud aval 03 2001-10-31 0.007827789 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 112.0
## 50 Branche sud aval 03 2002-07-29 0.007827789 116.0
## 51 Sewell 08 2002-07-29 0.102364865 139.0
## 52 Pok amont 04 2002-07-29 0.000000000 57.1
## 53 br. sud amont 01 2002-07-29 0.021343050 148.0
## 54 Morrison 06 2002-07-29 0.004724409 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 105.0
## 56 Pollard 10 2002-07-29 0.120411160 162.0
## 57 Waugh sanct. 07 2002-07-29 0.016216216 133.0
## 58 Dempsey 12 2002-07-29 0.082278481 143.0
## 59 Malt 11 2002-07-29 0.056897477 96.6
## 60 Suggary 02 2002-07-29 0.106404959 110.0
## 61 Pok amont 04 2002-08-28 0.000000000 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 115.0
## 63 Dempsey 12 2002-08-28 0.082278481 144.0
## 64 Branche sud aval 03 2002-08-28 0.007827789 121.0
## 65 Sewell 08 2002-08-28 0.102364865 168.0
## 66 Pollard 10 2002-08-28 0.120411160 164.0
## 67 br. sud amont 01 2002-08-28 0.021343050 185.0
## 68 Morrison 06 2002-08-28 0.004724409 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 111.0
## 70 Suggary 02 2002-08-28 0.106404959 110.5
## 71 Waugh sanct. 07 2002-08-28 0.016216216 135.0
## 72 Malt 11 2002-08-28 0.056897477 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 120.0
## 74 Sewell 08 2002-10-02 0.102364865 158.0
## 75 Pok amont 04 2002-10-02 0.000000000 69.4
## 76 Waugh sanct. 07 2002-10-02 0.016216216 148.0
## 77 Dempsey 12 2002-10-02 0.082278481 145.0
## 78 Branche sud aval 03 2002-10-02 0.007827789 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 108.0
## 80 Pollard 10 2002-10-02 0.120411160 176.0
## 81 br. sud amont 01 2002-10-02 0.021343050 194.0
## 82 Morrison 06 2002-10-02 0.004724409 128.0
## 83 Malt 11 2002-10-02 0.056897477 106.0
## 84 Suggary 02 2002-10-02 0.106404959 114.0
## 85 Pok amont 04 2002-10-31 0.000000000 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 122.0
## 87 Branche sud aval 03 2002-10-31 0.007827789 126.0
## 88 Sewell 08 2002-10-31 0.102364865 120.0
## 89 Suggary 02 2002-10-31 0.106404959 118.0
## 90 Waugh sanct. 07 2002-10-31 0.016216216 129.0
## 91 Dempsey 12 2002-10-31 0.082278481 141.0
## 92 Morrison 06 2002-10-31 0.004724409 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 103.0
## 94 Pollard 10 2002-10-31 0.120411160 176.0
## 95 br. sud amont 01 2002-10-31 0.021343050 175.5
## 96 Malt 11 2002-10-31 0.056897477 107.0subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctF_supdrainee_2020 Conductivity_microS_cm
## 97 Suggary 02 2021-07-28 0.015616866 109
## 98 Dempsey 12 2021-07-28 0.012073491 139
## 99 Branche sud aval 03 2021-07-28 0.050993022 119
## 100 Sewell 08 2021-07-28 0.140495868 131
## 101 Waugh sanct. 07 2021-07-28 0.009266409 128
## 102 br. sud amont 01 2021-07-28 0.088120740 177
## 103 Morrison 06 2021-07-28 0.007294076 122
## 104 Malt 11 2021-07-28 0.116554054 90
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 115
## 106 Pollard 10 2021-07-28 0.026415094 166
## 107 Pok amont 04 2021-07-28 0.098389982 60
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 109
## 109 Malt 11 2021-08-31 0.026415094 96
## 110 Suggary 02 2021-08-31 0.132158590 116
## 111 Waugh sanct. 07 2021-08-31 0.015616866 138
## 112 Dempsey 12 2021-08-31 0.012073491 152
## 113 Branche sud aval 03 2021-08-31 0.050993022 125
## 114 Sewell 08 2021-08-31 0.140495868 161
## 115 Pollard 10 2021-08-31 0.009266409 196
## 116 br. sud amont 01 2021-08-31 0.088120740 199
## 117 Morrison 06 2021-08-31 0.007294076 129
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 118
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 114
## 120 Pok amont 04 2021-08-31 0.098389982 70
## 121 Suggary 02 2021-10-05 0.000000000 98
## 122 Morrison 06 2021-10-05 0.026415094 114
## 123 Malt 11 2021-10-05 0.098389982 74
## 124 Sewell 08 2021-10-05 0.132158590 72
## 125 Waugh sanct. 07 2021-10-05 0.015616866 70
## 126 Dempsey 12 2021-10-05 0.012073491 96
## 127 Branche sud aval 03 2021-10-05 0.050993022 86
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 90
## 129 Pollard 10 2021-10-05 0.009266409 128
## 130 br. sud amont 01 2021-10-05 0.088120740 91
## 131 Pok amont 04 2021-10-05 0.007294076 52
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 95
## 133 Malt 11 2021-10-28 0.116554054 80
## 134 Suggary 02 2021-10-28 0.000000000 100
## 135 br. sud amont 01 2021-10-28 0.026415094 114
## 136 Morrison 06 2021-10-28 0.012073491 118
## 137 Branche sud aval 03 2021-10-28 0.098389982 97
## 138 Sewell 08 2021-10-28 0.132158590 81
## 139 Waugh sanct. 07 2021-10-28 0.015616866 88
## 140 Dempsey 12 2021-10-28 0.088120740 113
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 102
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 97
## 143 Pollard 10 2021-10-28 0.009266409 139
## 144 Pok amont 04 2021-10-28 0.007294076 54
## 145 Pollard 10 2022-07-28 0.026415094 163
## 146 Morrison 06 2022-07-28 0.007294076 119
## 147 Malt 11 2022-07-28 0.116554054 88
## 148 Suggary 02 2022-07-28 0.000000000 107
## 149 br. sud amont 01 2022-07-28 0.015616866 161
## 150 Dempsey 12 2022-07-28 0.012073491 134
## 151 Branche sud aval 03 2022-07-28 0.098389982 113
## 152 Sewell 08 2022-07-28 0.132158590 113
## 153 Waugh sanct. 07 2022-07-28 0.009266409 126
## 154 Pok amont 04 2022-07-28 0.088120740 59
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 108
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 113
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 107
## 158 Pollard 10 2022-09-01 0.026415094 178
## 159 br. sud amont 01 2022-09-01 0.088120740 180
## 160 Morrison 06 2022-09-01 0.007294076 117
## 161 Malt 11 2022-09-01 0.116554054 88
## 162 Suggary 02 2022-09-01 0.132158590 104
## 163 Waugh sanct. 07 2022-09-01 0.015616866 114
## 164 Dempsey 12 2022-09-01 0.012073491 137
## 165 Branche sud aval 03 2022-09-01 0.098389982 117
## 166 Sewell 08 2022-09-01 0.140495868 116
## 167 Pok amont 04 2022-09-01 0.009266409 63
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 108
## 169 Sewell 08 2022-10-03 0.026415094 114
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 113
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 94
## 172 Pollard 10 2022-10-03 0.009266409 179
## 173 br. sud amont 01 2022-10-03 0.088120740 182
## 174 Morrison 06 2022-10-03 0.007294076 120
## 175 Malt 11 2022-10-03 0.098389982 95
## 176 Suggary 02 2022-10-03 0.132158590 107
## 177 Waugh sanct. 07 2022-10-03 0.015616866 114
## 178 Dempsey 12 2022-10-03 0.012073491 143
## 179 Branche sud aval 03 2022-10-03 0.050993022 118
## 180 Pok amont 04 2022-10-03 0.140495868 64
## 181 Branche sud aval 03 2022-11-01 0.000000000 112
## 182 Sewell 08 2022-11-01 0.026415094 92
## 183 Pok amont 04 2022-11-01 0.007294076 69
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 112
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 92
## 186 Pollard 10 2022-11-01 0.009266409 177
## 187 br. sud amont 01 2022-11-01 0.088120740 144
## 188 Morrison 06 2022-11-01 0.012073491 125
## 189 Malt 11 2022-11-01 0.098389982 91
## 190 Suggary 02 2022-11-01 0.132158590 108
## 191 Waugh sanct. 07 2022-11-01 0.015616866 92
## 192 Dempsey 12 2022-11-01 0.050993022 136ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_champs_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,pH_units))## Station2 Date pctF_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.021343050 8.200
## 2 Morrison 06 2001-08-01 0.004724409 7.950
## 3 Malt 11 2001-08-01 0.056897477 7.860
## 4 Suggary 02 2001-08-01 0.106404959 8.020
## 5 Waugh sanct. 07 2001-08-01 0.016216216 7.970
## 6 Dempsey 12 2001-08-01 0.082278481 7.960
## 7 Branche sud aval 03 2001-08-01 0.007827789 8.030
## 8 Sewell 08 2001-08-01 0.102364865 8.020
## 9 Pok amont 04 2001-08-01 0.000000000 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 7.860
## 12 Pollard 10 2001-08-01 0.120411160 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 7.910
## 14 Pollard 10 2001-08-28 0.120411160 7.860
## 15 br. sud amont 01 2001-08-28 0.021343050 7.980
## 16 Morrison 06 2001-08-28 0.004724409 7.940
## 17 Malt 11 2001-08-28 0.056897477 7.460
## 18 Suggary 02 2001-08-28 0.106404959 7.880
## 19 Waugh sanct. 07 2001-08-28 0.016216216 7.890
## 20 Dempsey 12 2001-08-28 0.082278481 7.760
## 21 Branche sud aval 03 2001-08-28 0.007827789 7.890
## 22 Sewell 08 2001-08-28 0.102364865 7.900
## 23 Pok amont 04 2001-08-28 0.000000000 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 7.770
## 25 Pok amont 04 2001-09-26 0.000000000 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 7.870
## 28 Pollard 10 2001-09-26 0.120411160 7.850
## 29 br. sud amont 01 2001-09-26 0.021343050 8.050
## 30 Morrison 06 2001-09-26 0.004724409 8.020
## 31 Malt 11 2001-09-26 0.056897477 7.710
## 32 Suggary 02 2001-09-26 0.106404959 8.080
## 33 Waugh sanct. 07 2001-09-26 0.016216216 8.020
## 34 Dempsey 12 2001-09-26 0.082278481 7.950
## 35 Branche sud aval 03 2001-09-26 0.007827789 8.040
## 36 Sewell 08 2001-09-26 0.102364865 8.060
## 37 Sewell 08 2001-10-31 0.102364865 7.740
## 38 Pok amont 04 2001-10-31 0.000000000 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 7.950
## 40 Morrison 06 2001-10-31 0.004724409 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 7.500
## 42 Pollard 10 2001-10-31 0.120411160 7.870
## 43 br. sud amont 01 2001-10-31 0.021343050 7.960
## 44 Dempsey 12 2001-10-31 0.082278481 7.820
## 45 Malt 11 2001-10-31 0.056897477 7.530
## 46 Suggary 02 2001-10-31 0.106404959 7.650
## 47 Waugh sanct. 07 2001-10-31 0.016216216 7.410
## 48 Branche sud aval 03 2001-10-31 0.007827789 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 7.840
## 50 Branche sud aval 03 2002-07-29 0.007827789 7.870
## 51 Sewell 08 2002-07-29 0.102364865 7.840
## 52 Pok amont 04 2002-07-29 0.000000000 7.180
## 53 br. sud amont 01 2002-07-29 0.021343050 7.840
## 54 Morrison 06 2002-07-29 0.004724409 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 7.580
## 56 Pollard 10 2002-07-29 0.120411160 7.730
## 57 Waugh sanct. 07 2002-07-29 0.016216216 7.700
## 58 Dempsey 12 2002-07-29 0.082278481 7.755
## 59 Malt 11 2002-07-29 0.056897477 7.420
## 60 Suggary 02 2002-07-29 0.106404959 7.740
## 61 Pok amont 04 2002-08-28 0.000000000 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 7.800
## 63 Dempsey 12 2002-08-28 0.082278481 7.690
## 64 Branche sud aval 03 2002-08-28 0.007827789 7.850
## 65 Sewell 08 2002-08-28 0.102364865 7.920
## 66 Pollard 10 2002-08-28 0.120411160 7.730
## 67 br. sud amont 01 2002-08-28 0.021343050 8.070
## 68 Morrison 06 2002-08-28 0.004724409 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 7.790
## 70 Suggary 02 2002-08-28 0.106404959 7.815
## 71 Waugh sanct. 07 2002-08-28 0.016216216 7.750
## 72 Malt 11 2002-08-28 0.056897477 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 7.830
## 74 Sewell 08 2002-10-02 0.102364865 7.820
## 75 Pok amont 04 2002-10-02 0.000000000 7.270
## 76 Waugh sanct. 07 2002-10-02 0.016216216 7.760
## 77 Dempsey 12 2002-10-02 0.082278481 7.640
## 78 Branche sud aval 03 2002-10-02 0.007827789 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 7.650
## 80 Pollard 10 2002-10-02 0.120411160 7.720
## 81 br. sud amont 01 2002-10-02 0.021343050 7.970
## 82 Morrison 06 2002-10-02 0.004724409 7.890
## 83 Malt 11 2002-10-02 0.056897477 7.380
## 84 Suggary 02 2002-10-02 0.106404959 7.830
## 85 Pok amont 04 2002-10-31 0.000000000 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 7.820
## 87 Branche sud aval 03 2002-10-31 0.007827789 NaN
## 88 Sewell 08 2002-10-31 0.102364865 7.550
## 89 Suggary 02 2002-10-31 0.106404959 7.770
## 90 Waugh sanct. 07 2002-10-31 0.016216216 7.580
## 91 Dempsey 12 2002-10-31 0.082278481 7.690
## 92 Morrison 06 2002-10-31 0.004724409 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 7.440
## 94 Pollard 10 2002-10-31 0.120411160 7.780
## 95 br. sud amont 01 2002-10-31 0.021343050 7.865
## 96 Malt 11 2002-10-31 0.056897477 7.560subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,pH_units))## Station2 Date pctF_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.015616866 7.5
## 98 Dempsey 12 2021-07-28 0.012073491 7.6
## 99 Branche sud aval 03 2021-07-28 0.050993022 7.6
## 100 Sewell 08 2021-07-28 0.140495868 7.7
## 101 Waugh sanct. 07 2021-07-28 0.009266409 7.6
## 102 br. sud amont 01 2021-07-28 0.088120740 7.6
## 103 Morrison 06 2021-07-28 0.007294076 7.4
## 104 Malt 11 2021-07-28 0.116554054 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 7.6
## 106 Pollard 10 2021-07-28 0.026415094 7.6
## 107 Pok amont 04 2021-07-28 0.098389982 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 7.6
## 109 Malt 11 2021-08-31 0.026415094 7.3
## 110 Suggary 02 2021-08-31 0.132158590 7.6
## 111 Waugh sanct. 07 2021-08-31 0.015616866 7.8
## 112 Dempsey 12 2021-08-31 0.012073491 7.6
## 113 Branche sud aval 03 2021-08-31 0.050993022 7.8
## 114 Sewell 08 2021-08-31 0.140495868 7.8
## 115 Pollard 10 2021-08-31 0.009266409 7.8
## 116 br. sud amont 01 2021-08-31 0.088120740 7.5
## 117 Morrison 06 2021-08-31 0.007294076 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 7.7
## 120 Pok amont 04 2021-08-31 0.098389982 7.1
## 121 Suggary 02 2021-10-05 0.000000000 7.6
## 122 Morrison 06 2021-10-05 0.026415094 7.1
## 123 Malt 11 2021-10-05 0.098389982 7.1
## 124 Sewell 08 2021-10-05 0.132158590 7.5
## 125 Waugh sanct. 07 2021-10-05 0.015616866 7.2
## 126 Dempsey 12 2021-10-05 0.012073491 7.3
## 127 Branche sud aval 03 2021-10-05 0.050993022 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 7.4
## 129 Pollard 10 2021-10-05 0.009266409 7.5
## 130 br. sud amont 01 2021-10-05 0.088120740 7.2
## 131 Pok amont 04 2021-10-05 0.007294076 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 7.2
## 133 Malt 11 2021-10-28 0.116554054 7.0
## 134 Suggary 02 2021-10-28 0.000000000 7.6
## 135 br. sud amont 01 2021-10-28 0.026415094 7.5
## 136 Morrison 06 2021-10-28 0.012073491 7.6
## 137 Branche sud aval 03 2021-10-28 0.098389982 7.6
## 138 Sewell 08 2021-10-28 0.132158590 7.5
## 139 Waugh sanct. 07 2021-10-28 0.015616866 7.5
## 140 Dempsey 12 2021-10-28 0.088120740 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 7.5
## 143 Pollard 10 2021-10-28 0.009266409 7.7
## 144 Pok amont 04 2021-10-28 0.007294076 7.5
## 145 Pollard 10 2022-07-28 0.026415094 7.7
## 146 Morrison 06 2022-07-28 0.007294076 7.8
## 147 Malt 11 2022-07-28 0.116554054 7.6
## 148 Suggary 02 2022-07-28 0.000000000 7.7
## 149 br. sud amont 01 2022-07-28 0.015616866 7.9
## 150 Dempsey 12 2022-07-28 0.012073491 7.8
## 151 Branche sud aval 03 2022-07-28 0.098389982 7.8
## 152 Sewell 08 2022-07-28 0.132158590 7.7
## 153 Waugh sanct. 07 2022-07-28 0.009266409 7.8
## 154 Pok amont 04 2022-07-28 0.088120740 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 7.8
## 158 Pollard 10 2022-09-01 0.026415094 7.8
## 159 br. sud amont 01 2022-09-01 0.088120740 8.0
## 160 Morrison 06 2022-09-01 0.007294076 8.0
## 161 Malt 11 2022-09-01 0.116554054 7.7
## 162 Suggary 02 2022-09-01 0.132158590 7.8
## 163 Waugh sanct. 07 2022-09-01 0.015616866 7.9
## 164 Dempsey 12 2022-09-01 0.012073491 7.9
## 165 Branche sud aval 03 2022-09-01 0.098389982 7.9
## 166 Sewell 08 2022-09-01 0.140495868 7.9
## 167 Pok amont 04 2022-09-01 0.009266409 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 7.8
## 169 Sewell 08 2022-10-03 0.026415094 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 7.5
## 172 Pollard 10 2022-10-03 0.009266409 7.8
## 173 br. sud amont 01 2022-10-03 0.088120740 7.9
## 174 Morrison 06 2022-10-03 0.007294076 7.9
## 175 Malt 11 2022-10-03 0.098389982 7.5
## 176 Suggary 02 2022-10-03 0.132158590 7.7
## 177 Waugh sanct. 07 2022-10-03 0.015616866 7.6
## 178 Dempsey 12 2022-10-03 0.012073491 7.7
## 179 Branche sud aval 03 2022-10-03 0.050993022 7.8
## 180 Pok amont 04 2022-10-03 0.140495868 7.1
## 181 Branche sud aval 03 2022-11-01 0.000000000 7.6
## 182 Sewell 08 2022-11-01 0.026415094 7.5
## 183 Pok amont 04 2022-11-01 0.007294076 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 7.3
## 186 Pollard 10 2022-11-01 0.009266409 7.6
## 187 br. sud amont 01 2022-11-01 0.088120740 7.5
## 188 Morrison 06 2022-11-01 0.012073491 7.8
## 189 Malt 11 2022-11-01 0.098389982 7.0
## 190 Suggary 02 2022-11-01 0.132158590 7.5
## 191 Waugh sanct. 07 2022-11-01 0.015616866 7.2
## 192 Dempsey 12 2022-11-01 0.050993022 7.4ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
superficie_champs_vs_Turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Turbidity_NTU))## Station2 Date pctF_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.021343050 6.400
## 2 Morrison 06 2001-08-01 0.004724409 0.600
## 3 Malt 11 2001-08-01 0.056897477 1.600
## 4 Suggary 02 2001-08-01 0.106404959 0.700
## 5 Waugh sanct. 07 2001-08-01 0.016216216 1.200
## 6 Dempsey 12 2001-08-01 0.082278481 1.300
## 7 Branche sud aval 03 2001-08-01 0.007827789 0.500
## 8 Sewell 08 2001-08-01 0.102364865 1.500
## 9 Pok amont 04 2001-08-01 0.000000000 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 0.100
## 12 Pollard 10 2001-08-01 0.120411160 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 1.200
## 14 Pollard 10 2001-08-28 0.120411160 0.800
## 15 br. sud amont 01 2001-08-28 0.021343050 6.100
## 16 Morrison 06 2001-08-28 0.004724409 0.700
## 17 Malt 11 2001-08-28 0.056897477 0.500
## 18 Suggary 02 2001-08-28 0.106404959 3.500
## 19 Waugh sanct. 07 2001-08-28 0.016216216 1.000
## 20 Dempsey 12 2001-08-28 0.082278481 1.700
## 21 Branche sud aval 03 2001-08-28 0.007827789 0.900
## 22 Sewell 08 2001-08-28 0.102364865 6.500
## 23 Pok amont 04 2001-08-28 0.000000000 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 1.000
## 25 Pok amont 04 2001-09-26 0.000000000 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 1.200
## 28 Pollard 10 2001-09-26 0.120411160 1.150
## 29 br. sud amont 01 2001-09-26 0.021343050 44.800
## 30 Morrison 06 2001-09-26 0.004724409 0.900
## 31 Malt 11 2001-09-26 0.056897477 7.800
## 32 Suggary 02 2001-09-26 0.106404959 1.700
## 33 Waugh sanct. 07 2001-09-26 0.016216216 1.200
## 34 Dempsey 12 2001-09-26 0.082278481 1.500
## 35 Branche sud aval 03 2001-09-26 0.007827789 2.400
## 36 Sewell 08 2001-09-26 0.102364865 3.000
## 37 Sewell 08 2001-10-31 0.102364865 5.500
## 38 Pok amont 04 2001-10-31 0.000000000 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 1.000
## 40 Morrison 06 2001-10-31 0.004724409 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 1.400
## 42 Pollard 10 2001-10-31 0.120411160 0.600
## 43 br. sud amont 01 2001-10-31 0.021343050 1.100
## 44 Dempsey 12 2001-10-31 0.082278481 1.700
## 45 Malt 11 2001-10-31 0.056897477 0.800
## 46 Suggary 02 2001-10-31 0.106404959 2.050
## 47 Waugh sanct. 07 2001-10-31 0.016216216 1.200
## 48 Branche sud aval 03 2001-10-31 0.007827789 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 0.780
## 50 Branche sud aval 03 2002-07-29 0.007827789 1.170
## 51 Sewell 08 2002-07-29 0.102364865 4.960
## 52 Pok amont 04 2002-07-29 0.000000000 0.190
## 53 br. sud amont 01 2002-07-29 0.021343050 0.900
## 54 Morrison 06 2002-07-29 0.004724409 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 1.520
## 56 Pollard 10 2002-07-29 0.120411160 1.630
## 57 Waugh sanct. 07 2002-07-29 0.016216216 1.110
## 58 Dempsey 12 2002-07-29 0.082278481 1.970
## 59 Malt 11 2002-07-29 0.056897477 0.400
## 60 Suggary 02 2002-07-29 0.106404959 0.430
## 61 Pok amont 04 2002-08-28 0.000000000 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 1.320
## 63 Dempsey 12 2002-08-28 0.082278481 4.440
## 64 Branche sud aval 03 2002-08-28 0.007827789 1.150
## 65 Sewell 08 2002-08-28 0.102364865 2.960
## 66 Pollard 10 2002-08-28 0.120411160 0.950
## 67 br. sud amont 01 2002-08-28 0.021343050 0.570
## 68 Morrison 06 2002-08-28 0.004724409 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 1.340
## 70 Suggary 02 2002-08-28 0.106404959 0.820
## 71 Waugh sanct. 07 2002-08-28 0.016216216 1.510
## 72 Malt 11 2002-08-28 0.056897477 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 0.940
## 74 Sewell 08 2002-10-02 0.102364865 5.255
## 75 Pok amont 04 2002-10-02 0.000000000 0.280
## 76 Waugh sanct. 07 2002-10-02 0.016216216 1.280
## 77 Dempsey 12 2002-10-02 0.082278481 3.770
## 78 Branche sud aval 03 2002-10-02 0.007827789 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 2.110
## 80 Pollard 10 2002-10-02 0.120411160 0.690
## 81 br. sud amont 01 2002-10-02 0.021343050 0.740
## 82 Morrison 06 2002-10-02 0.004724409 0.770
## 83 Malt 11 2002-10-02 0.056897477 0.600
## 84 Suggary 02 2002-10-02 0.106404959 0.480
## 85 Pok amont 04 2002-10-31 0.000000000 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 0.870
## 87 Branche sud aval 03 2002-10-31 0.007827789 NaN
## 88 Sewell 08 2002-10-31 0.102364865 8.740
## 89 Suggary 02 2002-10-31 0.106404959 0.410
## 90 Waugh sanct. 07 2002-10-31 0.016216216 1.440
## 91 Dempsey 12 2002-10-31 0.082278481 2.880
## 92 Morrison 06 2002-10-31 0.004724409 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 1.500
## 94 Pollard 10 2002-10-31 0.120411160 1.060
## 95 br. sud amont 01 2002-10-31 0.021343050 1.220
## 96 Malt 11 2002-10-31 0.056897477 0.900subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Turbidity_NTU))## Station2 Date pctF_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.015616866 1.2
## 98 Dempsey 12 2021-07-28 0.012073491 1.6
## 99 Branche sud aval 03 2021-07-28 0.050993022 1.8
## 100 Sewell 08 2021-07-28 0.140495868 3.5
## 101 Waugh sanct. 07 2021-07-28 0.009266409 1.1
## 102 br. sud amont 01 2021-07-28 0.088120740 2.3
## 103 Morrison 06 2021-07-28 0.007294076 1.4
## 104 Malt 11 2021-07-28 0.116554054 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 1.9
## 106 Pollard 10 2021-07-28 0.026415094 1.2
## 107 Pok amont 04 2021-07-28 0.098389982 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 1.7
## 109 Malt 11 2021-08-31 0.026415094 0.5
## 110 Suggary 02 2021-08-31 0.132158590 0.7
## 111 Waugh sanct. 07 2021-08-31 0.015616866 1.1
## 112 Dempsey 12 2021-08-31 0.012073491 1.7
## 113 Branche sud aval 03 2021-08-31 0.050993022 1.7
## 114 Sewell 08 2021-08-31 0.140495868 3.0
## 115 Pollard 10 2021-08-31 0.009266409 1.7
## 116 br. sud amont 01 2021-08-31 0.088120740 5.6
## 117 Morrison 06 2021-08-31 0.007294076 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 3.2
## 120 Pok amont 04 2021-08-31 0.098389982 1.5
## 121 Suggary 02 2021-10-05 0.000000000 0.7
## 122 Morrison 06 2021-10-05 0.026415094 1.4
## 123 Malt 11 2021-10-05 0.098389982 0.9
## 124 Sewell 08 2021-10-05 0.132158590 4.2
## 125 Waugh sanct. 07 2021-10-05 0.015616866 1.2
## 126 Dempsey 12 2021-10-05 0.012073491 1.8
## 127 Branche sud aval 03 2021-10-05 0.050993022 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 1.8
## 129 Pollard 10 2021-10-05 0.009266409 1.8
## 130 br. sud amont 01 2021-10-05 0.088120740 3.7
## 131 Pok amont 04 2021-10-05 0.007294076 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 1.4
## 133 Malt 11 2021-10-28 0.116554054 0.5
## 134 Suggary 02 2021-10-28 0.000000000 0.2
## 135 br. sud amont 01 2021-10-28 0.026415094 1.9
## 136 Morrison 06 2021-10-28 0.012073491 0.6
## 137 Branche sud aval 03 2021-10-28 0.098389982 1.3
## 138 Sewell 08 2021-10-28 0.132158590 2.8
## 139 Waugh sanct. 07 2021-10-28 0.015616866 1.0
## 140 Dempsey 12 2021-10-28 0.088120740 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 1.4
## 143 Pollard 10 2021-10-28 0.009266409 0.8
## 144 Pok amont 04 2021-10-28 0.007294076 0.6
## 145 Pollard 10 2022-07-28 0.026415094 0.4
## 146 Morrison 06 2022-07-28 0.007294076 0.7
## 147 Malt 11 2022-07-28 0.116554054 0.4
## 148 Suggary 02 2022-07-28 0.000000000 0.5
## 149 br. sud amont 01 2022-07-28 0.015616866 2.7
## 150 Dempsey 12 2022-07-28 0.012073491 1.2
## 151 Branche sud aval 03 2022-07-28 0.098389982 2.1
## 152 Sewell 08 2022-07-28 0.132158590 1.8
## 153 Waugh sanct. 07 2022-07-28 0.009266409 1.0
## 154 Pok amont 04 2022-07-28 0.088120740 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 1.9
## 158 Pollard 10 2022-09-01 0.026415094 1.3
## 159 br. sud amont 01 2022-09-01 0.088120740 3.0
## 160 Morrison 06 2022-09-01 0.007294076 2.4
## 161 Malt 11 2022-09-01 0.116554054 0.5
## 162 Suggary 02 2022-09-01 0.132158590 0.7
## 163 Waugh sanct. 07 2022-09-01 0.015616866 1.8
## 164 Dempsey 12 2022-09-01 0.012073491 2.2
## 165 Branche sud aval 03 2022-09-01 0.098389982 1.9
## 166 Sewell 08 2022-09-01 0.140495868 2.6
## 167 Pok amont 04 2022-09-01 0.009266409 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 1.4
## 169 Sewell 08 2022-10-03 0.026415094 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 1.9
## 172 Pollard 10 2022-10-03 0.009266409 0.4
## 173 br. sud amont 01 2022-10-03 0.088120740 2.8
## 174 Morrison 06 2022-10-03 0.007294076 1.0
## 175 Malt 11 2022-10-03 0.098389982 0.4
## 176 Suggary 02 2022-10-03 0.132158590 0.3
## 177 Waugh sanct. 07 2022-10-03 0.015616866 1.3
## 178 Dempsey 12 2022-10-03 0.012073491 1.3
## 179 Branche sud aval 03 2022-10-03 0.050993022 1.6
## 180 Pok amont 04 2022-10-03 0.140495868 1.5
## 181 Branche sud aval 03 2022-11-01 0.000000000 2.6
## 182 Sewell 08 2022-11-01 0.026415094 5.4
## 183 Pok amont 04 2022-11-01 0.007294076 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 2.0
## 186 Pollard 10 2022-11-01 0.009266409 0.7
## 187 br. sud amont 01 2022-11-01 0.088120740 4.8
## 188 Morrison 06 2022-11-01 0.012073491 2.8
## 189 Malt 11 2022-11-01 0.098389982 1.5
## 190 Suggary 02 2022-11-01 0.132158590 0.7
## 191 Waugh sanct. 07 2022-11-01 0.015616866 1.6
## 192 Dempsey 12 2022-11-01 0.050993022 4.2ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
superficie_champs_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Colour_TCU))## Station2 Date pctF_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.021343050 5.0
## 2 Morrison 06 2001-08-01 0.004724409 10.0
## 3 Malt 11 2001-08-01 0.056897477 10.0
## 4 Suggary 02 2001-08-01 0.106404959 5.0
## 5 Waugh sanct. 07 2001-08-01 0.016216216 20.0
## 6 Dempsey 12 2001-08-01 0.082278481 15.0
## 7 Branche sud aval 03 2001-08-01 0.007827789 5.0
## 8 Sewell 08 2001-08-01 0.102364865 5.0
## 9 Pok amont 04 2001-08-01 0.000000000 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 5.0
## 12 Pollard 10 2001-08-01 0.120411160 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 5.0
## 14 Pollard 10 2001-08-28 0.120411160 5.0
## 15 br. sud amont 01 2001-08-28 0.021343050 5.0
## 16 Morrison 06 2001-08-28 0.004724409 5.0
## 17 Malt 11 2001-08-28 0.056897477 5.0
## 18 Suggary 02 2001-08-28 0.106404959 10.0
## 19 Waugh sanct. 07 2001-08-28 0.016216216 10.0
## 20 Dempsey 12 2001-08-28 0.082278481 15.0
## 21 Branche sud aval 03 2001-08-28 0.007827789 5.0
## 22 Sewell 08 2001-08-28 0.102364865 30.0
## 23 Pok amont 04 2001-08-28 0.000000000 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 5.0
## 25 Pok amont 04 2001-09-26 0.000000000 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 15.0
## 28 Pollard 10 2001-09-26 0.120411160 20.0
## 29 br. sud amont 01 2001-09-26 0.021343050 200.0
## 30 Morrison 06 2001-09-26 0.004724409 5.0
## 31 Malt 11 2001-09-26 0.056897477 20.0
## 32 Suggary 02 2001-09-26 0.106404959 5.0
## 33 Waugh sanct. 07 2001-09-26 0.016216216 10.0
## 34 Dempsey 12 2001-09-26 0.082278481 20.0
## 35 Branche sud aval 03 2001-09-26 0.007827789 10.0
## 36 Sewell 08 2001-09-26 0.102364865 30.0
## 37 Sewell 08 2001-10-31 0.102364865 80.0
## 38 Pok amont 04 2001-10-31 0.000000000 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 20.0
## 40 Morrison 06 2001-10-31 0.004724409 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 120.0
## 42 Pollard 10 2001-10-31 0.120411160 10.0
## 43 br. sud amont 01 2001-10-31 0.021343050 30.0
## 44 Dempsey 12 2001-10-31 0.082278481 30.0
## 45 Malt 11 2001-10-31 0.056897477 10.0
## 46 Suggary 02 2001-10-31 0.106404959 30.0
## 47 Waugh sanct. 07 2001-10-31 0.016216216 100.0
## 48 Branche sud aval 03 2001-10-31 0.007827789 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 10.0
## 50 Branche sud aval 03 2002-07-29 0.007827789 15.0
## 51 Sewell 08 2002-07-29 0.102364865 40.0
## 52 Pok amont 04 2002-07-29 0.000000000 5.0
## 53 br. sud amont 01 2002-07-29 0.021343050 15.0
## 54 Morrison 06 2002-07-29 0.004724409 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 80.0
## 56 Pollard 10 2002-07-29 0.120411160 10.0
## 57 Waugh sanct. 07 2002-07-29 0.016216216 40.0
## 58 Dempsey 12 2002-07-29 0.082278481 20.0
## 59 Malt 11 2002-07-29 0.056897477 5.0
## 60 Suggary 02 2002-07-29 0.106404959 5.0
## 61 Pok amont 04 2002-08-28 0.000000000 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 20.0
## 63 Dempsey 12 2002-08-28 0.082278481 40.0
## 64 Branche sud aval 03 2002-08-28 0.007827789 15.0
## 65 Sewell 08 2002-08-28 0.102364865 40.0
## 66 Pollard 10 2002-08-28 0.120411160 10.0
## 67 br. sud amont 01 2002-08-28 0.021343050 10.0
## 68 Morrison 06 2002-08-28 0.004724409 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 20.0
## 70 Suggary 02 2002-08-28 0.106404959 7.5
## 71 Waugh sanct. 07 2002-08-28 0.016216216 30.0
## 72 Malt 11 2002-08-28 0.056897477 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 5.0
## 74 Sewell 08 2002-10-02 0.102364865 60.0
## 75 Pok amont 04 2002-10-02 0.000000000 5.0
## 76 Waugh sanct. 07 2002-10-02 0.016216216 20.0
## 77 Dempsey 12 2002-10-02 0.082278481 20.0
## 78 Branche sud aval 03 2002-10-02 0.007827789 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 60.0
## 80 Pollard 10 2002-10-02 0.120411160 10.0
## 81 br. sud amont 01 2002-10-02 0.021343050 10.0
## 82 Morrison 06 2002-10-02 0.004724409 10.0
## 83 Malt 11 2002-10-02 0.056897477 5.0
## 84 Suggary 02 2002-10-02 0.106404959 5.0
## 85 Pok amont 04 2002-10-31 0.000000000 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 20.0
## 87 Branche sud aval 03 2002-10-31 0.007827789 NaN
## 88 Sewell 08 2002-10-31 0.102364865 60.0
## 89 Suggary 02 2002-10-31 0.106404959 5.0
## 90 Waugh sanct. 07 2002-10-31 0.016216216 60.0
## 91 Dempsey 12 2002-10-31 0.082278481 30.0
## 92 Morrison 06 2002-10-31 0.004724409 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 75.0
## 94 Pollard 10 2002-10-31 0.120411160 5.0
## 95 br. sud amont 01 2002-10-31 0.021343050 30.0
## 96 Malt 11 2002-10-31 0.056897477 15.0subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Colour_TCU))## Station2 Date pctF_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.015616866 8
## 98 Dempsey 12 2021-07-28 0.012073491 22
## 99 Branche sud aval 03 2021-07-28 0.050993022 19
## 100 Sewell 08 2021-07-28 0.140495868 34
## 101 Waugh sanct. 07 2021-07-28 0.009266409 27
## 102 br. sud amont 01 2021-07-28 0.088120740 15
## 103 Morrison 06 2021-07-28 0.007294076 14
## 104 Malt 11 2021-07-28 0.116554054 7
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 29
## 106 Pollard 10 2021-07-28 0.026415094 8
## 107 Pok amont 04 2021-07-28 0.098389982 11
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 9
## 109 Malt 11 2021-08-31 0.026415094 5
## 110 Suggary 02 2021-08-31 0.132158590 5
## 111 Waugh sanct. 07 2021-08-31 0.015616866 14
## 112 Dempsey 12 2021-08-31 0.012073491 14
## 113 Branche sud aval 03 2021-08-31 0.050993022 20
## 114 Sewell 08 2021-08-31 0.140495868 24
## 115 Pollard 10 2021-08-31 0.009266409 8
## 116 br. sud amont 01 2021-08-31 0.088120740 12
## 117 Morrison 06 2021-08-31 0.007294076 18
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 8
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 37
## 120 Pok amont 04 2021-08-31 0.098389982 10
## 121 Suggary 02 2021-10-05 0.000000000 8
## 122 Morrison 06 2021-10-05 0.026415094 22
## 123 Malt 11 2021-10-05 0.098389982 66
## 124 Sewell 08 2021-10-05 0.132158590 47
## 125 Waugh sanct. 07 2021-10-05 0.015616866 190
## 126 Dempsey 12 2021-10-05 0.012073491 55
## 127 Branche sud aval 03 2021-10-05 0.050993022 38
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 141
## 129 Pollard 10 2021-10-05 0.009266409 19
## 130 br. sud amont 01 2021-10-05 0.088120740 44
## 131 Pok amont 04 2021-10-05 0.007294076 21
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 33
## 133 Malt 11 2021-10-28 0.116554054 47
## 134 Suggary 02 2021-10-28 0.000000000 5
## 135 br. sud amont 01 2021-10-28 0.026415094 32
## 136 Morrison 06 2021-10-28 0.012073491 13
## 137 Branche sud aval 03 2021-10-28 0.098389982 22
## 138 Sewell 08 2021-10-28 0.132158590 43
## 139 Waugh sanct. 07 2021-10-28 0.015616866 130
## 140 Dempsey 12 2021-10-28 0.088120740 33
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 15
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 107
## 143 Pollard 10 2021-10-28 0.009266409 12
## 144 Pok amont 04 2021-10-28 0.007294076 13
## 145 Pollard 10 2022-07-28 0.026415094 5
## 146 Morrison 06 2022-07-28 0.007294076 7
## 147 Malt 11 2022-07-28 0.116554054 6
## 148 Suggary 02 2022-07-28 0.000000000 5
## 149 br. sud amont 01 2022-07-28 0.015616866 26
## 150 Dempsey 12 2022-07-28 0.012073491 16
## 151 Branche sud aval 03 2022-07-28 0.098389982 18
## 152 Sewell 08 2022-07-28 0.132158590 33
## 153 Waugh sanct. 07 2022-07-28 0.009266409 27
## 154 Pok amont 04 2022-07-28 0.088120740 7
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 5
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 15
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 48
## 158 Pollard 10 2022-09-01 0.026415094 23
## 159 br. sud amont 01 2022-09-01 0.088120740 23
## 160 Morrison 06 2022-09-01 0.007294076 15
## 161 Malt 11 2022-09-01 0.116554054 10
## 162 Suggary 02 2022-09-01 0.132158590 8
## 163 Waugh sanct. 07 2022-09-01 0.015616866 61
## 164 Dempsey 12 2022-09-01 0.012073491 21
## 165 Branche sud aval 03 2022-09-01 0.098389982 21
## 166 Sewell 08 2022-09-01 0.140495868 43
## 167 Pok amont 04 2022-09-01 0.009266409 14
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 41
## 169 Sewell 08 2022-10-03 0.026415094 71
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 8
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 130
## 172 Pollard 10 2022-10-03 0.009266409 10
## 173 br. sud amont 01 2022-10-03 0.088120740 20
## 174 Morrison 06 2022-10-03 0.007294076 10
## 175 Malt 11 2022-10-03 0.098389982 5
## 176 Suggary 02 2022-10-03 0.132158590 5
## 177 Waugh sanct. 07 2022-10-03 0.015616866 53
## 178 Dempsey 12 2022-10-03 0.012073491 16
## 179 Branche sud aval 03 2022-10-03 0.050993022 17
## 180 Pok amont 04 2022-10-03 0.140495868 12
## 181 Branche sud aval 03 2022-11-01 0.000000000 25
## 182 Sewell 08 2022-11-01 0.026415094 60
## 183 Pok amont 04 2022-11-01 0.007294076 11
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 21
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 148
## 186 Pollard 10 2022-11-01 0.009266409 11
## 187 br. sud amont 01 2022-11-01 0.088120740 42
## 188 Morrison 06 2022-11-01 0.012073491 13
## 189 Malt 11 2022-11-01 0.098389982 22
## 190 Suggary 02 2022-11-01 0.132158590 9
## 191 Waugh sanct. 07 2022-11-01 0.015616866 143
## 192 Dempsey 12 2022-11-01 0.050993022 28ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
superficie_champs_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctF_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.021343050
## 2 Morrison 06 2001-08-01 0.004724409
## 3 Malt 11 2001-08-01 0.056897477
## 4 Suggary 02 2001-08-01 0.106404959
## 5 Waugh sanct. 07 2001-08-01 0.016216216
## 6 Dempsey 12 2001-08-01 0.082278481
## 7 Branche sud aval 03 2001-08-01 0.007827789
## 8 Sewell 08 2001-08-01 0.102364865
## 9 Pok amont 04 2001-08-01 0.000000000
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226
## 11 McConnell Six Rd 05 2001-08-01 0.100178891
## 12 Pollard 10 2001-08-01 0.120411160
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226
## 14 Pollard 10 2001-08-28 0.120411160
## 15 br. sud amont 01 2001-08-28 0.021343050
## 16 Morrison 06 2001-08-28 0.004724409
## 17 Malt 11 2001-08-28 0.056897477
## 18 Suggary 02 2001-08-28 0.106404959
## 19 Waugh sanct. 07 2001-08-28 0.016216216
## 20 Dempsey 12 2001-08-28 0.082278481
## 21 Branche sud aval 03 2001-08-28 0.007827789
## 22 Sewell 08 2001-08-28 0.102364865
## 23 Pok amont 04 2001-08-28 0.000000000
## 24 McConnell Six Rd 05 2001-08-28 0.100178891
## 25 Pok amont 04 2001-09-26 0.000000000
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226
## 27 McConnell Six Rd 05 2001-09-26 0.100178891
## 28 Pollard 10 2001-09-26 0.120411160
## 29 br. sud amont 01 2001-09-26 0.021343050
## 30 Morrison 06 2001-09-26 0.004724409
## 31 Malt 11 2001-09-26 0.056897477
## 32 Suggary 02 2001-09-26 0.106404959
## 33 Waugh sanct. 07 2001-09-26 0.016216216
## 34 Dempsey 12 2001-09-26 0.082278481
## 35 Branche sud aval 03 2001-09-26 0.007827789
## 36 Sewell 08 2001-09-26 0.102364865
## 37 Sewell 08 2001-10-31 0.102364865
## 38 Pok amont 04 2001-10-31 0.000000000
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226
## 40 Morrison 06 2001-10-31 0.004724409
## 41 McConnell Six Rd 05 2001-10-31 0.100178891
## 42 Pollard 10 2001-10-31 0.120411160
## 43 br. sud amont 01 2001-10-31 0.021343050
## 44 Dempsey 12 2001-10-31 0.082278481
## 45 Malt 11 2001-10-31 0.056897477
## 46 Suggary 02 2001-10-31 0.106404959
## 47 Waugh sanct. 07 2001-10-31 0.016216216
## 48 Branche sud aval 03 2001-10-31 0.007827789
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226
## 50 Branche sud aval 03 2002-07-29 0.007827789
## 51 Sewell 08 2002-07-29 0.102364865
## 52 Pok amont 04 2002-07-29 0.000000000
## 53 br. sud amont 01 2002-07-29 0.021343050
## 54 Morrison 06 2002-07-29 0.004724409
## 55 McConnell Six Rd 05 2002-07-29 0.100178891
## 56 Pollard 10 2002-07-29 0.120411160
## 57 Waugh sanct. 07 2002-07-29 0.016216216
## 58 Dempsey 12 2002-07-29 0.082278481
## 59 Malt 11 2002-07-29 0.056897477
## 60 Suggary 02 2002-07-29 0.106404959
## 61 Pok amont 04 2002-08-28 0.000000000
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226
## 63 Dempsey 12 2002-08-28 0.082278481
## 64 Branche sud aval 03 2002-08-28 0.007827789
## 65 Sewell 08 2002-08-28 0.102364865
## 66 Pollard 10 2002-08-28 0.120411160
## 67 br. sud amont 01 2002-08-28 0.021343050
## 68 Morrison 06 2002-08-28 0.004724409
## 69 McConnell Six Rd 05 2002-08-28 0.100178891
## 70 Suggary 02 2002-08-28 0.106404959
## 71 Waugh sanct. 07 2002-08-28 0.016216216
## 72 Malt 11 2002-08-28 0.056897477
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226
## 74 Sewell 08 2002-10-02 0.102364865
## 75 Pok amont 04 2002-10-02 0.000000000
## 76 Waugh sanct. 07 2002-10-02 0.016216216
## 77 Dempsey 12 2002-10-02 0.082278481
## 78 Branche sud aval 03 2002-10-02 0.007827789
## 79 McConnell Six Rd 05 2002-10-02 0.100178891
## 80 Pollard 10 2002-10-02 0.120411160
## 81 br. sud amont 01 2002-10-02 0.021343050
## 82 Morrison 06 2002-10-02 0.004724409
## 83 Malt 11 2002-10-02 0.056897477
## 84 Suggary 02 2002-10-02 0.106404959
## 85 Pok amont 04 2002-10-31 0.000000000
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226
## 87 Branche sud aval 03 2002-10-31 0.007827789
## 88 Sewell 08 2002-10-31 0.102364865
## 89 Suggary 02 2002-10-31 0.106404959
## 90 Waugh sanct. 07 2002-10-31 0.016216216
## 91 Dempsey 12 2002-10-31 0.082278481
## 92 Morrison 06 2002-10-31 0.004724409
## 93 McConnell Six Rd 05 2002-10-31 0.100178891
## 94 Pollard 10 2002-10-31 0.120411160
## 95 br. sud amont 01 2002-10-31 0.021343050
## 96 Malt 11 2002-10-31 0.056897477
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctF_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.015616866
## 98 Dempsey 12 2021-07-28 0.012073491
## 99 Branche sud aval 03 2021-07-28 0.050993022
## 100 Sewell 08 2021-07-28 0.140495868
## 101 Waugh sanct. 07 2021-07-28 0.009266409
## 102 br. sud amont 01 2021-07-28 0.088120740
## 103 Morrison 06 2021-07-28 0.007294076
## 104 Malt 11 2021-07-28 0.116554054
## 105 McConnell Six Rd 05 2021-07-28 0.000000000
## 106 Pollard 10 2021-07-28 0.026415094
## 107 Pok amont 04 2021-07-28 0.098389982
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590
## 109 Malt 11 2021-08-31 0.026415094
## 110 Suggary 02 2021-08-31 0.132158590
## 111 Waugh sanct. 07 2021-08-31 0.015616866
## 112 Dempsey 12 2021-08-31 0.012073491
## 113 Branche sud aval 03 2021-08-31 0.050993022
## 114 Sewell 08 2021-08-31 0.140495868
## 115 Pollard 10 2021-08-31 0.009266409
## 116 br. sud amont 01 2021-08-31 0.088120740
## 117 Morrison 06 2021-08-31 0.007294076
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054
## 119 McConnell Six Rd 05 2021-08-31 0.000000000
## 120 Pok amont 04 2021-08-31 0.098389982
## 121 Suggary 02 2021-10-05 0.000000000
## 122 Morrison 06 2021-10-05 0.026415094
## 123 Malt 11 2021-10-05 0.098389982
## 124 Sewell 08 2021-10-05 0.132158590
## 125 Waugh sanct. 07 2021-10-05 0.015616866
## 126 Dempsey 12 2021-10-05 0.012073491
## 127 Branche sud aval 03 2021-10-05 0.050993022
## 128 McConnell Six Rd 05 2021-10-05 0.140495868
## 129 Pollard 10 2021-10-05 0.009266409
## 130 br. sud amont 01 2021-10-05 0.088120740
## 131 Pok amont 04 2021-10-05 0.007294076
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054
## 133 Malt 11 2021-10-28 0.116554054
## 134 Suggary 02 2021-10-28 0.000000000
## 135 br. sud amont 01 2021-10-28 0.026415094
## 136 Morrison 06 2021-10-28 0.012073491
## 137 Branche sud aval 03 2021-10-28 0.098389982
## 138 Sewell 08 2021-10-28 0.132158590
## 139 Waugh sanct. 07 2021-10-28 0.015616866
## 140 Dempsey 12 2021-10-28 0.088120740
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022
## 142 McConnell Six Rd 05 2021-10-28 0.140495868
## 143 Pollard 10 2021-10-28 0.009266409
## 144 Pok amont 04 2021-10-28 0.007294076
## 145 Pollard 10 2022-07-28 0.026415094
## 146 Morrison 06 2022-07-28 0.007294076
## 147 Malt 11 2022-07-28 0.116554054
## 148 Suggary 02 2022-07-28 0.000000000
## 149 br. sud amont 01 2022-07-28 0.015616866
## 150 Dempsey 12 2022-07-28 0.012073491
## 151 Branche sud aval 03 2022-07-28 0.098389982
## 152 Sewell 08 2022-07-28 0.132158590
## 153 Waugh sanct. 07 2022-07-28 0.009266409
## 154 Pok amont 04 2022-07-28 0.088120740
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022
## 156 McConnell Six Rd 05 2022-07-28 0.140495868
## 157 McConnell Six Rd 05 2022-09-01 0.000000000
## 158 Pollard 10 2022-09-01 0.026415094
## 159 br. sud amont 01 2022-09-01 0.088120740
## 160 Morrison 06 2022-09-01 0.007294076
## 161 Malt 11 2022-09-01 0.116554054
## 162 Suggary 02 2022-09-01 0.132158590
## 163 Waugh sanct. 07 2022-09-01 0.015616866
## 164 Dempsey 12 2022-09-01 0.012073491
## 165 Branche sud aval 03 2022-09-01 0.098389982
## 166 Sewell 08 2022-09-01 0.140495868
## 167 Pok amont 04 2022-09-01 0.009266409
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022
## 169 Sewell 08 2022-10-03 0.026415094
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054
## 171 McConnell Six Rd 05 2022-10-03 0.000000000
## 172 Pollard 10 2022-10-03 0.009266409
## 173 br. sud amont 01 2022-10-03 0.088120740
## 174 Morrison 06 2022-10-03 0.007294076
## 175 Malt 11 2022-10-03 0.098389982
## 176 Suggary 02 2022-10-03 0.132158590
## 177 Waugh sanct. 07 2022-10-03 0.015616866
## 178 Dempsey 12 2022-10-03 0.012073491
## 179 Branche sud aval 03 2022-10-03 0.050993022
## 180 Pok amont 04 2022-10-03 0.140495868
## 181 Branche sud aval 03 2022-11-01 0.000000000
## 182 Sewell 08 2022-11-01 0.026415094
## 183 Pok amont 04 2022-11-01 0.007294076
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054
## 185 McConnell Six Rd 05 2022-11-01 0.140495868
## 186 Pollard 10 2022-11-01 0.009266409
## 187 br. sud amont 01 2022-11-01 0.088120740
## 188 Morrison 06 2022-11-01 0.012073491
## 189 Malt 11 2022-11-01 0.098389982
## 190 Suggary 02 2022-11-01 0.132158590
## 191 Waugh sanct. 07 2022-11-01 0.015616866
## 192 Dempsey 12 2022-11-01 0.050993022
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=log10(Carbon_Total_Organic_mg_L),
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=log10(Carbon_Total_Organic_mg_L)),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=log10(Carbon_Total_Organic_mg_L),
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=log10(Carbon_Total_Organic_mg_L)),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la COT et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_champs_vs_coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctF_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.021343050 10
## 2 Morrison 06 2001-08-01 0.004724409 80
## 3 Malt 11 2001-08-01 0.056897477 30
## 4 Suggary 02 2001-08-01 0.106404959 10
## 5 Waugh sanct. 07 2001-08-01 0.016216216 270
## 6 Dempsey 12 2001-08-01 0.082278481 50
## 7 Branche sud aval 03 2001-08-01 0.007827789 10
## 8 Sewell 08 2001-08-01 0.102364865 20
## 9 Pok amont 04 2001-08-01 0.000000000 10
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 10
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 30
## 12 Pollard 10 2001-08-01 0.120411160 110
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 10
## 14 Pollard 10 2001-08-28 0.120411160 50
## 15 br. sud amont 01 2001-08-28 0.021343050 120
## 16 Morrison 06 2001-08-28 0.004724409 90
## 17 Malt 11 2001-08-28 0.056897477 20
## 18 Suggary 02 2001-08-28 0.106404959 80
## 19 Waugh sanct. 07 2001-08-28 0.016216216 430
## 20 Dempsey 12 2001-08-28 0.082278481 20
## 21 Branche sud aval 03 2001-08-28 0.007827789 110
## 22 Sewell 08 2001-08-28 0.102364865 210
## 23 Pok amont 04 2001-08-28 0.000000000 10
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 250
## 25 Pok amont 04 2001-09-26 0.000000000 530
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 830
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 120
## 28 Pollard 10 2001-09-26 0.120411160 1240
## 29 br. sud amont 01 2001-09-26 0.021343050 2000
## 30 Morrison 06 2001-09-26 0.004724409 220
## 31 Malt 11 2001-09-26 0.056897477 150
## 32 Suggary 02 2001-09-26 0.106404959 150
## 33 Waugh sanct. 07 2001-09-26 0.016216216 590
## 34 Dempsey 12 2001-09-26 0.082278481 150
## 35 Branche sud aval 03 2001-09-26 0.007827789 660
## 36 Sewell 08 2001-09-26 0.102364865 190
## 37 Sewell 08 2001-10-31 0.102364865 140
## 38 Pok amont 04 2001-10-31 0.000000000 20
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 10
## 40 Morrison 06 2001-10-31 0.004724409 10
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 310
## 42 Pollard 10 2001-10-31 0.120411160 50
## 43 br. sud amont 01 2001-10-31 0.021343050 20
## 44 Dempsey 12 2001-10-31 0.082278481 10
## 45 Malt 11 2001-10-31 0.056897477 100
## 46 Suggary 02 2001-10-31 0.106404959 30
## 47 Waugh sanct. 07 2001-10-31 0.016216216 480
## 48 Branche sud aval 03 2001-10-31 0.007827789 30
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 10
## 50 Branche sud aval 03 2002-07-29 0.007827789 30
## 51 Sewell 08 2002-07-29 0.102364865 60
## 52 Pok amont 04 2002-07-29 0.000000000 10
## 53 br. sud amont 01 2002-07-29 0.021343050 20
## 54 Morrison 06 2002-07-29 0.004724409 10
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 10
## 56 Pollard 10 2002-07-29 0.120411160 660
## 57 Waugh sanct. 07 2002-07-29 0.016216216 80
## 58 Dempsey 12 2002-07-29 0.082278481 25
## 59 Malt 11 2002-07-29 0.056897477 10
## 60 Suggary 02 2002-07-29 0.106404959 10
## 61 Pok amont 04 2002-08-28 0.000000000 30
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 10
## 63 Dempsey 12 2002-08-28 0.082278481 10
## 64 Branche sud aval 03 2002-08-28 0.007827789 20
## 65 Sewell 08 2002-08-28 0.102364865 10
## 66 Pollard 10 2002-08-28 0.120411160 180
## 67 br. sud amont 01 2002-08-28 0.021343050 80
## 68 Morrison 06 2002-08-28 0.004724409 20
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 310
## 70 Suggary 02 2002-08-28 0.106404959 15
## 71 Waugh sanct. 07 2002-08-28 0.016216216 410
## 72 Malt 11 2002-08-28 0.056897477 30
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 10
## 74 Sewell 08 2002-10-02 0.102364865 25
## 75 Pok amont 04 2002-10-02 0.000000000 10
## 76 Waugh sanct. 07 2002-10-02 0.016216216 700
## 77 Dempsey 12 2002-10-02 0.082278481 30
## 78 Branche sud aval 03 2002-10-02 0.007827789 40
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 150
## 80 Pollard 10 2002-10-02 0.120411160 10
## 81 br. sud amont 01 2002-10-02 0.021343050 20
## 82 Morrison 06 2002-10-02 0.004724409 10
## 83 Malt 11 2002-10-02 0.056897477 90
## 84 Suggary 02 2002-10-02 0.106404959 20
## 85 Pok amont 04 2002-10-31 0.000000000 10
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 10
## 87 Branche sud aval 03 2002-10-31 0.007827789 10
## 88 Sewell 08 2002-10-31 0.102364865 10
## 89 Suggary 02 2002-10-31 0.106404959 50
## 90 Waugh sanct. 07 2002-10-31 0.016216216 40
## 91 Dempsey 12 2002-10-31 0.082278481 10
## 92 Morrison 06 2002-10-31 0.004724409 10
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 30
## 94 Pollard 10 2002-10-31 0.120411160 10
## 95 br. sud amont 01 2002-10-31 0.021343050 10
## 96 Malt 11 2002-10-31 0.056897477 10subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctF_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.015616866 20.0
## 98 Dempsey 12 2021-07-28 0.012073491 52.0
## 99 Branche sud aval 03 2021-07-28 0.050993022 74.0
## 100 Sewell 08 2021-07-28 0.140495868 98.0
## 101 Waugh sanct. 07 2021-07-28 0.009266409 52.0
## 102 br. sud amont 01 2021-07-28 0.088120740 75.0
## 103 Morrison 06 2021-07-28 0.007294076 30.0
## 104 Malt 11 2021-07-28 0.116554054 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 75.0
## 106 Pollard 10 2021-07-28 0.026415094 98.0
## 107 Pok amont 04 2021-07-28 0.098389982 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 20.0
## 109 Malt 11 2021-08-31 0.026415094 39.3
## 110 Suggary 02 2021-08-31 0.132158590 235.9
## 111 Waugh sanct. 07 2021-08-31 0.015616866 68.3
## 112 Dempsey 12 2021-08-31 0.012073491 49.6
## 113 Branche sud aval 03 2021-08-31 0.050993022 54.5
## 114 Sewell 08 2021-08-31 0.140495868 148.3
## 115 Pollard 10 2021-08-31 0.009266409 117.8
## 116 br. sud amont 01 2021-08-31 0.088120740 72.7
## 117 Morrison 06 2021-08-31 0.007294076 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 70.3
## 120 Pok amont 04 2021-08-31 0.098389982 15.6
## 121 Suggary 02 2021-10-05 0.000000000 41.7
## 122 Morrison 06 2021-10-05 0.026415094 24.6
## 123 Malt 11 2021-10-05 0.098389982 47.1
## 124 Sewell 08 2021-10-05 0.132158590 135.4
## 125 Waugh sanct. 07 2021-10-05 0.015616866 29.5
## 126 Dempsey 12 2021-10-05 0.012073491 54.8
## 127 Branche sud aval 03 2021-10-05 0.050993022 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 95.9
## 129 Pollard 10 2021-10-05 0.009266409 62.7
## 130 br. sud amont 01 2021-10-05 0.088120740 35.5
## 131 Pok amont 04 2021-10-05 0.007294076 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 27.5
## 133 Malt 11 2021-10-28 0.116554054 16.0
## 134 Suggary 02 2021-10-28 0.000000000 7.4
## 135 br. sud amont 01 2021-10-28 0.026415094 19.9
## 136 Morrison 06 2021-10-28 0.012073491 12.1
## 137 Branche sud aval 03 2021-10-28 0.098389982 39.9
## 138 Sewell 08 2021-10-28 0.132158590 48.1
## 139 Waugh sanct. 07 2021-10-28 0.015616866 38.4
## 140 Dempsey 12 2021-10-28 0.088120740 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 29.5
## 143 Pollard 10 2021-10-28 0.009266409 34.5
## 144 Pok amont 04 2021-10-28 0.007294076 14.6
## 145 Pollard 10 2022-07-28 0.026415094 57.6
## 146 Morrison 06 2022-07-28 0.007294076 133.4
## 147 Malt 11 2022-07-28 0.116554054 70.3
## 148 Suggary 02 2022-07-28 0.000000000 27.5
## 149 br. sud amont 01 2022-07-28 0.015616866 32.7
## 150 Dempsey 12 2022-07-28 0.012073491 41.7
## 151 Branche sud aval 03 2022-07-28 0.098389982 59.8
## 152 Sewell 08 2022-07-28 0.132158590 90.6
## 153 Waugh sanct. 07 2022-07-28 0.009266409 93.3
## 154 Pok amont 04 2022-07-28 0.088120740 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 82.0
## 158 Pollard 10 2022-09-01 0.026415094 1046.2
## 159 br. sud amont 01 2022-09-01 0.088120740 114.5
## 160 Morrison 06 2022-09-01 0.007294076 686.7
## 161 Malt 11 2022-09-01 0.116554054 69.1
## 162 Suggary 02 2022-09-01 0.132158590 40.2
## 163 Waugh sanct. 07 2022-09-01 0.015616866 88.0
## 164 Dempsey 12 2022-09-01 0.012073491 248.1
## 165 Branche sud aval 03 2022-09-01 0.098389982 70.3
## 166 Sewell 08 2022-09-01 0.140495868 172.2
## 167 Pok amont 04 2022-09-01 0.009266409 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 121.1
## 169 Sewell 08 2022-10-03 0.026415094 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 59.1
## 172 Pollard 10 2022-10-03 0.009266409 24.1
## 173 br. sud amont 01 2022-10-03 0.088120740 57.6
## 174 Morrison 06 2022-10-03 0.007294076 47.4
## 175 Malt 11 2022-10-03 0.098389982 5.2
## 176 Suggary 02 2022-10-03 0.132158590 9.7
## 177 Waugh sanct. 07 2022-10-03 0.015616866 65.7
## 178 Dempsey 12 2022-10-03 0.012073491 48.0
## 179 Branche sud aval 03 2022-10-03 0.050993022 13.4
## 180 Pok amont 04 2022-10-03 0.140495868 8.4
## 181 Branche sud aval 03 2022-11-01 0.000000000 24.6
## 182 Sewell 08 2022-11-01 0.026415094 115.3
## 183 Pok amont 04 2022-11-01 0.007294076 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 72.3
## 186 Pollard 10 2022-11-01 0.009266409 20.3
## 187 br. sud amont 01 2022-11-01 0.088120740 37.3
## 188 Morrison 06 2022-11-01 0.012073491 39.9
## 189 Malt 11 2022-11-01 0.098389982 45.0
## 190 Suggary 02 2022-11-01 0.132158590 8.5
## 191 Waugh sanct. 07 2022-11-01 0.015616866 249.5
## 192 Dempsey 12 2022-11-01 0.050993022 53.8ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=E.coli_MPN_100.mL,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=E.coli_MPN_100.mL,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_champs_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctF_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.021343050 0.0080
## 2 Morrison 06 2001-08-01 0.004724409 0.0080
## 3 Malt 11 2001-08-01 0.056897477 0.0110
## 4 Suggary 02 2001-08-01 0.106404959 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.016216216 0.0150
## 6 Dempsey 12 2001-08-01 0.082278481 0.0140
## 7 Branche sud aval 03 2001-08-01 0.007827789 0.0080
## 8 Sewell 08 2001-08-01 0.102364865 0.0110
## 9 Pok amont 04 2001-08-01 0.000000000 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 0.0160
## 12 Pollard 10 2001-08-01 0.120411160 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 0.0070
## 14 Pollard 10 2001-08-28 0.120411160 0.0170
## 15 br. sud amont 01 2001-08-28 0.021343050 0.0060
## 16 Morrison 06 2001-08-28 0.004724409 0.0080
## 17 Malt 11 2001-08-28 0.056897477 0.0080
## 18 Suggary 02 2001-08-28 0.106404959 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.016216216 0.0090
## 20 Dempsey 12 2001-08-28 0.082278481 0.0110
## 21 Branche sud aval 03 2001-08-28 0.007827789 0.0070
## 22 Sewell 08 2001-08-28 0.102364865 0.0170
## 23 Pok amont 04 2001-08-28 0.000000000 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 0.0130
## 25 Pok amont 04 2001-09-26 0.000000000 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 0.0130
## 28 Pollard 10 2001-09-26 0.120411160 0.0155
## 29 br. sud amont 01 2001-09-26 0.021343050 0.0130
## 30 Morrison 06 2001-09-26 0.004724409 0.0080
## 31 Malt 11 2001-09-26 0.056897477 0.0120
## 32 Suggary 02 2001-09-26 0.106404959 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.016216216 0.0140
## 34 Dempsey 12 2001-09-26 0.082278481 0.0190
## 35 Branche sud aval 03 2001-09-26 0.007827789 0.0090
## 36 Sewell 08 2001-09-26 0.102364865 0.0120
## 37 Sewell 08 2001-10-31 0.102364865 0.0120
## 38 Pok amont 04 2001-10-31 0.000000000 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 0.0050
## 40 Morrison 06 2001-10-31 0.004724409 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 0.0110
## 42 Pollard 10 2001-10-31 0.120411160 0.0080
## 43 br. sud amont 01 2001-10-31 0.021343050 0.0050
## 44 Dempsey 12 2001-10-31 0.082278481 0.0090
## 45 Malt 11 2001-10-31 0.056897477 0.0070
## 46 Suggary 02 2001-10-31 0.106404959 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.016216216 0.0120
## 48 Branche sud aval 03 2001-10-31 0.007827789 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 0.0050
## 50 Branche sud aval 03 2002-07-29 0.007827789 0.0070
## 51 Sewell 08 2002-07-29 0.102364865 0.0200
## 52 Pok amont 04 2002-07-29 0.000000000 0.0060
## 53 br. sud amont 01 2002-07-29 0.021343050 0.0060
## 54 Morrison 06 2002-07-29 0.004724409 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 0.0130
## 56 Pollard 10 2002-07-29 0.120411160 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.016216216 0.0120
## 58 Dempsey 12 2002-07-29 0.082278481 0.0100
## 59 Malt 11 2002-07-29 0.056897477 0.0090
## 60 Suggary 02 2002-07-29 0.106404959 0.0070
## 61 Pok amont 04 2002-08-28 0.000000000 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 0.0090
## 63 Dempsey 12 2002-08-28 0.082278481 0.0130
## 64 Branche sud aval 03 2002-08-28 0.007827789 0.0080
## 65 Sewell 08 2002-08-28 0.102364865 0.0100
## 66 Pollard 10 2002-08-28 0.120411160 0.0160
## 67 br. sud amont 01 2002-08-28 0.021343050 0.0070
## 68 Morrison 06 2002-08-28 0.004724409 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 0.0140
## 70 Suggary 02 2002-08-28 0.106404959 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.016216216 0.0130
## 72 Malt 11 2002-08-28 0.056897477 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 0.0070
## 74 Sewell 08 2002-10-02 0.102364865 0.0155
## 75 Pok amont 04 2002-10-02 0.000000000 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.016216216 0.0090
## 77 Dempsey 12 2002-10-02 0.082278481 0.0120
## 78 Branche sud aval 03 2002-10-02 0.007827789 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 0.0110
## 80 Pollard 10 2002-10-02 0.120411160 0.0110
## 81 br. sud amont 01 2002-10-02 0.021343050 0.0050
## 82 Morrison 06 2002-10-02 0.004724409 0.0050
## 83 Malt 11 2002-10-02 0.056897477 0.0080
## 84 Suggary 02 2002-10-02 0.106404959 0.0070
## 85 Pok amont 04 2002-10-31 0.000000000 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 0.0050
## 87 Branche sud aval 03 2002-10-31 0.007827789 0.0050
## 88 Sewell 08 2002-10-31 0.102364865 0.0130
## 89 Suggary 02 2002-10-31 0.106404959 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.016216216 0.0080
## 91 Dempsey 12 2002-10-31 0.082278481 0.0080
## 92 Morrison 06 2002-10-31 0.004724409 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 0.0090
## 94 Pollard 10 2002-10-31 0.120411160 0.0060
## 95 br. sud amont 01 2002-10-31 0.021343050 0.0065
## 96 Malt 11 2002-10-31 0.056897477 0.0050subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctF_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.015616866 0.018
## 98 Dempsey 12 2021-07-28 0.012073491 0.024
## 99 Branche sud aval 03 2021-07-28 0.050993022 0.022
## 100 Sewell 08 2021-07-28 0.140495868 0.028
## 101 Waugh sanct. 07 2021-07-28 0.009266409 0.017
## 102 br. sud amont 01 2021-07-28 0.088120740 0.016
## 103 Morrison 06 2021-07-28 0.007294076 0.019
## 104 Malt 11 2021-07-28 0.116554054 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 0.026
## 106 Pollard 10 2021-07-28 0.026415094 0.051
## 107 Pok amont 04 2021-07-28 0.098389982 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 0.014
## 109 Malt 11 2021-08-31 0.026415094 0.005
## 110 Suggary 02 2021-08-31 0.132158590 0.011
## 111 Waugh sanct. 07 2021-08-31 0.015616866 0.006
## 112 Dempsey 12 2021-08-31 0.012073491 0.014
## 113 Branche sud aval 03 2021-08-31 0.050993022 0.009
## 114 Sewell 08 2021-08-31 0.140495868 0.015
## 115 Pollard 10 2021-08-31 0.009266409 0.073
## 116 br. sud amont 01 2021-08-31 0.088120740 0.016
## 117 Morrison 06 2021-08-31 0.007294076 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 0.029
## 120 Pok amont 04 2021-08-31 0.098389982 0.008
## 121 Suggary 02 2021-10-05 0.000000000 0.007
## 122 Morrison 06 2021-10-05 0.026415094 0.010
## 123 Malt 11 2021-10-05 0.098389982 0.012
## 124 Sewell 08 2021-10-05 0.132158590 0.024
## 125 Waugh sanct. 07 2021-10-05 0.015616866 0.019
## 126 Dempsey 12 2021-10-05 0.012073491 0.018
## 127 Branche sud aval 03 2021-10-05 0.050993022 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 0.025
## 129 Pollard 10 2021-10-05 0.009266409 0.037
## 130 br. sud amont 01 2021-10-05 0.088120740 0.019
## 131 Pok amont 04 2021-10-05 0.007294076 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 0.011
## 133 Malt 11 2021-10-28 0.116554054 0.009
## 134 Suggary 02 2021-10-28 0.000000000 0.009
## 135 br. sud amont 01 2021-10-28 0.026415094 0.013
## 136 Morrison 06 2021-10-28 0.012073491 0.011
## 137 Branche sud aval 03 2021-10-28 0.098389982 0.022
## 138 Sewell 08 2021-10-28 0.132158590 0.020
## 139 Waugh sanct. 07 2021-10-28 0.015616866 0.018
## 140 Dempsey 12 2021-10-28 0.088120740 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 0.018
## 143 Pollard 10 2021-10-28 0.009266409 0.033
## 144 Pok amont 04 2021-10-28 0.007294076 0.013
## 145 Pollard 10 2022-07-28 0.026415094 0.034
## 146 Morrison 06 2022-07-28 0.007294076 0.014
## 147 Malt 11 2022-07-28 0.116554054 0.008
## 148 Suggary 02 2022-07-28 0.000000000 0.009
## 149 br. sud amont 01 2022-07-28 0.015616866 0.016
## 150 Dempsey 12 2022-07-28 0.012073491 0.017
## 151 Branche sud aval 03 2022-07-28 0.098389982 0.013
## 152 Sewell 08 2022-07-28 0.132158590 0.019
## 153 Waugh sanct. 07 2022-07-28 0.009266409 0.011
## 154 Pok amont 04 2022-07-28 0.088120740 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 0.024
## 158 Pollard 10 2022-09-01 0.026415094 0.075
## 159 br. sud amont 01 2022-09-01 0.088120740 0.015
## 160 Morrison 06 2022-09-01 0.007294076 0.021
## 161 Malt 11 2022-09-01 0.116554054 0.008
## 162 Suggary 02 2022-09-01 0.132158590 0.010
## 163 Waugh sanct. 07 2022-09-01 0.015616866 0.021
## 164 Dempsey 12 2022-09-01 0.012073491 0.021
## 165 Branche sud aval 03 2022-09-01 0.098389982 0.016
## 166 Sewell 08 2022-09-01 0.140495868 0.019
## 167 Pok amont 04 2022-09-01 0.009266409 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 0.012
## 169 Sewell 08 2022-10-03 0.026415094 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 0.022
## 172 Pollard 10 2022-10-03 0.009266409 0.049
## 173 br. sud amont 01 2022-10-03 0.088120740 0.016
## 174 Morrison 06 2022-10-03 0.007294076 0.014
## 175 Malt 11 2022-10-03 0.098389982 0.007
## 176 Suggary 02 2022-10-03 0.132158590 0.005
## 177 Waugh sanct. 07 2022-10-03 0.015616866 0.013
## 178 Dempsey 12 2022-10-03 0.012073491 0.013
## 179 Branche sud aval 03 2022-10-03 0.050993022 0.009
## 180 Pok amont 04 2022-10-03 0.140495868 0.013
## 181 Branche sud aval 03 2022-11-01 0.000000000 0.013
## 182 Sewell 08 2022-11-01 0.026415094 0.021
## 183 Pok amont 04 2022-11-01 0.007294076 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 0.020
## 186 Pollard 10 2022-11-01 0.009266409 0.041
## 187 br. sud amont 01 2022-11-01 0.088120740 0.020
## 188 Morrison 06 2022-11-01 0.012073491 0.018
## 189 Malt 11 2022-11-01 0.098389982 0.009
## 190 Suggary 02 2022-11-01 0.132158590 0.010
## 191 Waugh sanct. 07 2022-11-01 0.015616866 0.017
## 192 Dempsey 12 2022-11-01 0.050993022 0.021ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_champs_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctF_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctF_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.021343050 0.0500
## 2 Morrison 06 2001-08-01 0.004724409 0.0940
## 3 Malt 11 2001-08-01 0.056897477 0.0500
## 4 Suggary 02 2001-08-01 0.106404959 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.016216216 0.0500
## 6 Dempsey 12 2001-08-01 0.082278481 0.0500
## 7 Branche sud aval 03 2001-08-01 0.007827789 0.0500
## 8 Sewell 08 2001-08-01 0.102364865 0.1360
## 9 Pok amont 04 2001-08-01 0.000000000 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.018396226 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.100178891 0.2510
## 12 Pollard 10 2001-08-01 0.120411160 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.018396226 0.0500
## 14 Pollard 10 2001-08-28 0.120411160 0.3010
## 15 br. sud amont 01 2001-08-28 0.021343050 0.0500
## 16 Morrison 06 2001-08-28 0.004724409 0.0910
## 17 Malt 11 2001-08-28 0.056897477 0.0500
## 18 Suggary 02 2001-08-28 0.106404959 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.016216216 0.0500
## 20 Dempsey 12 2001-08-28 0.082278481 0.0500
## 21 Branche sud aval 03 2001-08-28 0.007827789 0.0500
## 22 Sewell 08 2001-08-28 0.102364865 0.1330
## 23 Pok amont 04 2001-08-28 0.000000000 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.100178891 0.2810
## 25 Pok amont 04 2001-09-26 0.000000000 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.018396226 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.100178891 0.2110
## 28 Pollard 10 2001-09-26 0.120411160 0.1845
## 29 br. sud amont 01 2001-09-26 0.021343050 0.0770
## 30 Morrison 06 2001-09-26 0.004724409 0.0500
## 31 Malt 11 2001-09-26 0.056897477 0.0500
## 32 Suggary 02 2001-09-26 0.106404959 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.016216216 0.0500
## 34 Dempsey 12 2001-09-26 0.082278481 0.0500
## 35 Branche sud aval 03 2001-09-26 0.007827789 0.0500
## 36 Sewell 08 2001-09-26 0.102364865 0.0500
## 37 Sewell 08 2001-10-31 0.102364865 0.0500
## 38 Pok amont 04 2001-10-31 0.000000000 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.018396226 0.0500
## 40 Morrison 06 2001-10-31 0.004724409 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.100178891 0.0500
## 42 Pollard 10 2001-10-31 0.120411160 0.2300
## 43 br. sud amont 01 2001-10-31 0.021343050 0.0500
## 44 Dempsey 12 2001-10-31 0.082278481 0.0500
## 45 Malt 11 2001-10-31 0.056897477 0.0500
## 46 Suggary 02 2001-10-31 0.106404959 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.016216216 0.0500
## 48 Branche sud aval 03 2001-10-31 0.007827789 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.018396226 0.0500
## 50 Branche sud aval 03 2002-07-29 0.007827789 0.0500
## 51 Sewell 08 2002-07-29 0.102364865 0.2200
## 52 Pok amont 04 2002-07-29 0.000000000 0.0700
## 53 br. sud amont 01 2002-07-29 0.021343050 0.0500
## 54 Morrison 06 2002-07-29 0.004724409 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.100178891 0.2800
## 56 Pollard 10 2002-07-29 0.120411160 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.016216216 0.0500
## 58 Dempsey 12 2002-07-29 0.082278481 0.0500
## 59 Malt 11 2002-07-29 0.056897477 0.0500
## 60 Suggary 02 2002-07-29 0.106404959 0.1900
## 61 Pok amont 04 2002-08-28 0.000000000 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.018396226 0.0500
## 63 Dempsey 12 2002-08-28 0.082278481 0.0500
## 64 Branche sud aval 03 2002-08-28 0.007827789 0.0500
## 65 Sewell 08 2002-08-28 0.102364865 0.0500
## 66 Pollard 10 2002-08-28 0.120411160 0.1800
## 67 br. sud amont 01 2002-08-28 0.021343050 0.0500
## 68 Morrison 06 2002-08-28 0.004724409 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.100178891 0.3000
## 70 Suggary 02 2002-08-28 0.106404959 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.016216216 0.0500
## 72 Malt 11 2002-08-28 0.056897477 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.018396226 0.0500
## 74 Sewell 08 2002-10-02 0.102364865 0.0500
## 75 Pok amont 04 2002-10-02 0.000000000 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.016216216 0.0500
## 77 Dempsey 12 2002-10-02 0.082278481 0.0500
## 78 Branche sud aval 03 2002-10-02 0.007827789 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.100178891 0.1900
## 80 Pollard 10 2002-10-02 0.120411160 0.1300
## 81 br. sud amont 01 2002-10-02 0.021343050 0.0500
## 82 Morrison 06 2002-10-02 0.004724409 0.0500
## 83 Malt 11 2002-10-02 0.056897477 0.0500
## 84 Suggary 02 2002-10-02 0.106404959 0.1300
## 85 Pok amont 04 2002-10-31 0.000000000 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.018396226 0.0500
## 87 Branche sud aval 03 2002-10-31 0.007827789 0.0500
## 88 Sewell 08 2002-10-31 0.102364865 0.2300
## 89 Suggary 02 2002-10-31 0.106404959 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.016216216 0.0800
## 91 Dempsey 12 2002-10-31 0.082278481 0.0500
## 92 Morrison 06 2002-10-31 0.004724409 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.100178891 0.2200
## 94 Pollard 10 2002-10-31 0.120411160 0.1900
## 95 br. sud amont 01 2002-10-31 0.021343050 0.0500
## 96 Malt 11 2002-10-31 0.056897477 0.1300subset(Period2, select=c(Station2, Date, pctF_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctF_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.015616866 0.11
## 98 Dempsey 12 2021-07-28 0.012073491 0.08
## 99 Branche sud aval 03 2021-07-28 0.050993022 0.05
## 100 Sewell 08 2021-07-28 0.140495868 0.17
## 101 Waugh sanct. 07 2021-07-28 0.009266409 0.06
## 102 br. sud amont 01 2021-07-28 0.088120740 0.08
## 103 Morrison 06 2021-07-28 0.007294076 0.05
## 104 Malt 11 2021-07-28 0.116554054 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.000000000 0.21
## 106 Pollard 10 2021-07-28 0.026415094 0.40
## 107 Pok amont 04 2021-07-28 0.098389982 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.132158590 0.18
## 109 Malt 11 2021-08-31 0.026415094 0.06
## 110 Suggary 02 2021-08-31 0.132158590 0.12
## 111 Waugh sanct. 07 2021-08-31 0.015616866 0.05
## 112 Dempsey 12 2021-08-31 0.012073491 0.08
## 113 Branche sud aval 03 2021-08-31 0.050993022 0.06
## 114 Sewell 08 2021-08-31 0.140495868 0.12
## 115 Pollard 10 2021-08-31 0.009266409 0.32
## 116 br. sud amont 01 2021-08-31 0.088120740 0.05
## 117 Morrison 06 2021-08-31 0.007294076 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.116554054 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.000000000 0.21
## 120 Pok amont 04 2021-08-31 0.098389982 0.10
## 121 Suggary 02 2021-10-05 0.000000000 0.17
## 122 Morrison 06 2021-10-05 0.026415094 0.06
## 123 Malt 11 2021-10-05 0.098389982 0.12
## 124 Sewell 08 2021-10-05 0.132158590 0.13
## 125 Waugh sanct. 07 2021-10-05 0.015616866 0.05
## 126 Dempsey 12 2021-10-05 0.012073491 0.09
## 127 Branche sud aval 03 2021-10-05 0.050993022 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.140495868 0.33
## 129 Pollard 10 2021-10-05 0.009266409 0.38
## 130 br. sud amont 01 2021-10-05 0.088120740 0.05
## 131 Pok amont 04 2021-10-05 0.007294076 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.116554054 0.22
## 133 Malt 11 2021-10-28 0.116554054 0.07
## 134 Suggary 02 2021-10-28 0.000000000 0.15
## 135 br. sud amont 01 2021-10-28 0.026415094 0.05
## 136 Morrison 06 2021-10-28 0.012073491 0.08
## 137 Branche sud aval 03 2021-10-28 0.098389982 0.07
## 138 Sewell 08 2021-10-28 0.132158590 0.14
## 139 Waugh sanct. 07 2021-10-28 0.015616866 0.05
## 140 Dempsey 12 2021-10-28 0.088120740 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.050993022 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.140495868 0.36
## 143 Pollard 10 2021-10-28 0.009266409 0.38
## 144 Pok amont 04 2021-10-28 0.007294076 0.13
## 145 Pollard 10 2022-07-28 0.026415094 0.40
## 146 Morrison 06 2022-07-28 0.007294076 0.08
## 147 Malt 11 2022-07-28 0.116554054 0.06
## 148 Suggary 02 2022-07-28 0.000000000 0.11
## 149 br. sud amont 01 2022-07-28 0.015616866 0.05
## 150 Dempsey 12 2022-07-28 0.012073491 0.11
## 151 Branche sud aval 03 2022-07-28 0.098389982 0.07
## 152 Sewell 08 2022-07-28 0.132158590 0.17
## 153 Waugh sanct. 07 2022-07-28 0.009266409 0.05
## 154 Pok amont 04 2022-07-28 0.088120740 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.050993022 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.140495868 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.000000000 0.26
## 158 Pollard 10 2022-09-01 0.026415094 0.53
## 159 br. sud amont 01 2022-09-01 0.088120740 0.05
## 160 Morrison 06 2022-09-01 0.007294076 0.06
## 161 Malt 11 2022-09-01 0.116554054 0.10
## 162 Suggary 02 2022-09-01 0.132158590 0.13
## 163 Waugh sanct. 07 2022-09-01 0.015616866 0.10
## 164 Dempsey 12 2022-09-01 0.012073491 0.15
## 165 Branche sud aval 03 2022-09-01 0.098389982 0.06
## 166 Sewell 08 2022-09-01 0.140495868 0.17
## 167 Pok amont 04 2022-09-01 0.009266409 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.050993022 0.12
## 169 Sewell 08 2022-10-03 0.026415094 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.116554054 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.000000000 0.27
## 172 Pollard 10 2022-10-03 0.009266409 0.50
## 173 br. sud amont 01 2022-10-03 0.088120740 0.06
## 174 Morrison 06 2022-10-03 0.007294076 0.05
## 175 Malt 11 2022-10-03 0.098389982 0.06
## 176 Suggary 02 2022-10-03 0.132158590 0.15
## 177 Waugh sanct. 07 2022-10-03 0.015616866 0.09
## 178 Dempsey 12 2022-10-03 0.012073491 0.09
## 179 Branche sud aval 03 2022-10-03 0.050993022 0.05
## 180 Pok amont 04 2022-10-03 0.140495868 0.05
## 181 Branche sud aval 03 2022-11-01 0.000000000 0.05
## 182 Sewell 08 2022-11-01 0.026415094 0.15
## 183 Pok amont 04 2022-11-01 0.007294076 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.116554054 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.140495868 0.25
## 186 Pollard 10 2022-11-01 0.009266409 0.54
## 187 br. sud amont 01 2022-11-01 0.088120740 0.07
## 188 Morrison 06 2022-11-01 0.012073491 0.09
## 189 Malt 11 2022-11-01 0.098389982 0.07
## 190 Suggary 02 2022-11-01 0.132158590 0.16
## 191 Waugh sanct. 07 2022-11-01 0.015616866 0.06
## 192 Dempsey 12 2022-11-01 0.050993022 0.11ggplot() +
geom_point(data=Period1, aes(x=pctF_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctF_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctF_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctF_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les superficies des champs",
x=" Les superficies des champs (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
c: superficie de coupe à blancs
# Crée la variable pourcentage
Period1$pctC_supdrainee_1990 = Period1$C_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctC_supdrainee_2020 = Period1$C_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvCoupeablanc_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctC_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.3383654 11.5
## 2 Morrison 06 2001-08-01 0.3916010 10.2
## 3 Malt 11 2001-08-01 0.3939882 25.2
## 4 Suggary 02 2001-08-01 0.3522727 14.4
## 5 Waugh sanct. 07 2001-08-01 0.4073359 10.8
## 6 Dempsey 12 2001-08-01 0.3592989 20.4
## 7 Branche sud aval 03 2001-08-01 0.2777975 13.5
## 8 Sewell 08 2001-08-01 0.3135135 12.8
## 9 Pok amont 04 2001-08-01 0.1466001 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 9.0
## 12 Pollard 10 2001-08-01 0.2511013 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 9.3
## 14 Pollard 10 2001-08-28 0.2511013 12.0
## 15 br. sud amont 01 2001-08-28 0.3383654 10.0
## 16 Morrison 06 2001-08-28 0.3916010 NaN
## 17 Malt 11 2001-08-28 0.3939882 8.8
## 18 Suggary 02 2001-08-28 0.3522727 13.0
## 19 Waugh sanct. 07 2001-08-28 0.4073359 10.6
## 20 Dempsey 12 2001-08-28 0.3592989 13.5
## 21 Branche sud aval 03 2001-08-28 0.2777975 11.5
## 22 Sewell 08 2001-08-28 0.3135135 13.5
## 23 Pok amont 04 2001-08-28 0.1466001 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 10.9
## 25 Pok amont 04 2001-09-26 0.1466001 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 11.8
## 28 Pollard 10 2001-09-26 0.2511013 12.7
## 29 br. sud amont 01 2001-09-26 0.3383654 11.5
## 30 Morrison 06 2001-09-26 0.3916010 11.2
## 31 Malt 11 2001-09-26 0.3939882 9.3
## 32 Suggary 02 2001-09-26 0.3522727 12.9
## 33 Waugh sanct. 07 2001-09-26 0.4073359 10.4
## 34 Dempsey 12 2001-09-26 0.3592989 13.4
## 35 Branche sud aval 03 2001-09-26 0.2777975 12.0
## 36 Sewell 08 2001-09-26 0.3135135 12.9
## 37 Sewell 08 2001-10-31 0.3135135 1.4
## 38 Pok amont 04 2001-10-31 0.1466001 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 3.0
## 40 Morrison 06 2001-10-31 0.3916010 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 2.1
## 42 Pollard 10 2001-10-31 0.2511013 3.3
## 43 br. sud amont 01 2001-10-31 0.3383654 2.7
## 44 Dempsey 12 2001-10-31 0.3592989 3.9
## 45 Malt 11 2001-10-31 0.3939882 4.8
## 46 Suggary 02 2001-10-31 0.3522727 2.1
## 47 Waugh sanct. 07 2001-10-31 0.4073359 2.7
## 48 Branche sud aval 03 2001-10-31 0.2777975 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 17.5
## 50 Branche sud aval 03 2002-07-29 0.2777975 15.7
## 51 Sewell 08 2002-07-29 0.3135135 16.8
## 52 Pok amont 04 2002-07-29 0.1466001 13.3
## 53 br. sud amont 01 2002-07-29 0.3383654 14.7
## 54 Morrison 06 2002-07-29 0.3916010 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 17.4
## 56 Pollard 10 2002-07-29 0.2511013 17.0
## 57 Waugh sanct. 07 2002-07-29 0.4073359 16.4
## 58 Dempsey 12 2002-07-29 0.3592989 15.6
## 59 Malt 11 2002-07-29 0.3939882 14.9
## 60 Suggary 02 2002-07-29 0.3522727 17.9
## 61 Pok amont 04 2002-08-28 0.1466001 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 10.2
## 63 Dempsey 12 2002-08-28 0.3592989 13.2
## 64 Branche sud aval 03 2002-08-28 0.2777975 11.3
## 65 Sewell 08 2002-08-28 0.3135135 13.1
## 66 Pollard 10 2002-08-28 0.2511013 11.1
## 67 br. sud amont 01 2002-08-28 0.3383654 11.1
## 68 Morrison 06 2002-08-28 0.3916010 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 12.9
## 70 Suggary 02 2002-08-28 0.3522727 10.6
## 71 Waugh sanct. 07 2002-08-28 0.4073359 10.1
## 72 Malt 11 2002-08-28 0.3939882 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 10.7
## 74 Sewell 08 2002-10-02 0.3135135 12.7
## 75 Pok amont 04 2002-10-02 0.1466001 7.8
## 76 Waugh sanct. 07 2002-10-02 0.4073359 10.7
## 77 Dempsey 12 2002-10-02 0.3592989 11.1
## 78 Branche sud aval 03 2002-10-02 0.2777975 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 12.9
## 80 Pollard 10 2002-10-02 0.2511013 10.8
## 81 br. sud amont 01 2002-10-02 0.3383654 11.0
## 82 Morrison 06 2002-10-02 0.3916010 10.5
## 83 Malt 11 2002-10-02 0.3939882 7.8
## 84 Suggary 02 2002-10-02 0.3522727 10.3
## 85 Pok amont 04 2002-10-31 0.1466001 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 2.7
## 87 Branche sud aval 03 2002-10-31 0.2777975 NaN
## 88 Sewell 08 2002-10-31 0.3135135 1.6
## 89 Suggary 02 2002-10-31 0.3522727 2.7
## 90 Waugh sanct. 07 2002-10-31 0.4073359 2.7
## 91 Dempsey 12 2002-10-31 0.3592989 3.3
## 92 Morrison 06 2002-10-31 0.3916010 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 2.3
## 94 Pollard 10 2002-10-31 0.2511013 2.7
## 95 br. sud amont 01 2002-10-31 0.3383654 2.5
## 96 Malt 11 2002-10-31 0.3939882 4.4subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctC_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.057261843 11.5
## 98 Dempsey 12 2021-07-28 0.047244094 16.1
## 99 Branche sud aval 03 2021-07-28 0.027911970 15.5
## 100 Sewell 08 2021-07-28 0.071280992 14.2
## 101 Waugh sanct. 07 2021-07-28 0.039382239 12.1
## 102 br. sud amont 01 2021-07-28 0.037487829 14.0
## 103 Morrison 06 2021-07-28 0.123465576 15.7
## 104 Malt 11 2021-07-28 0.006418919 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 16.9
## 106 Pollard 10 2021-07-28 0.018867925 14.6
## 107 Pok amont 04 2021-07-28 0.001341682 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 11.9
## 109 Malt 11 2021-08-31 0.018867925 12.0
## 110 Suggary 02 2021-08-31 0.008076358 11.0
## 111 Waugh sanct. 07 2021-08-31 0.057261843 12.8
## 112 Dempsey 12 2021-08-31 0.047244094 15.0
## 113 Branche sud aval 03 2021-08-31 0.027911970 15.0
## 114 Sewell 08 2021-08-31 0.071280992 14.6
## 115 Pollard 10 2021-08-31 0.039382239 15.7
## 116 br. sud amont 01 2021-08-31 0.037487829 13.7
## 117 Morrison 06 2021-08-31 0.123465576 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 16.4
## 120 Pok amont 04 2021-08-31 0.001341682 10.8
## 121 Suggary 02 2021-10-05 0.089831566 6.3
## 122 Morrison 06 2021-10-05 0.018867925 7.0
## 123 Malt 11 2021-10-05 0.001341682 8.5
## 124 Sewell 08 2021-10-05 0.008076358 8.0
## 125 Waugh sanct. 07 2021-10-05 0.057261843 9.0
## 126 Dempsey 12 2021-10-05 0.047244094 8.7
## 127 Branche sud aval 03 2021-10-05 0.027911970 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 7.9
## 129 Pollard 10 2021-10-05 0.039382239 8.7
## 130 br. sud amont 01 2021-10-05 0.037487829 7.3
## 131 Pok amont 04 2021-10-05 0.123465576 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 6.4
## 133 Malt 11 2021-10-28 0.006418919 7.1
## 134 Suggary 02 2021-10-28 0.089831566 6.7
## 135 br. sud amont 01 2021-10-28 0.018867925 7.0
## 136 Morrison 06 2021-10-28 0.047244094 6.4
## 137 Branche sud aval 03 2021-10-28 0.001341682 6.7
## 138 Sewell 08 2021-10-28 0.008076358 7.4
## 139 Waugh sanct. 07 2021-10-28 0.057261843 7.3
## 140 Dempsey 12 2021-10-28 0.037487829 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 7.2
## 143 Pollard 10 2021-10-28 0.039382239 7.5
## 144 Pok amont 04 2021-10-28 0.123465576 7.2
## 145 Pollard 10 2022-07-28 0.018867925 14.2
## 146 Morrison 06 2022-07-28 0.123465576 13.3
## 147 Malt 11 2022-07-28 0.006418919 12.9
## 148 Suggary 02 2022-07-28 0.089831566 11.4
## 149 br. sud amont 01 2022-07-28 0.057261843 14.9
## 150 Dempsey 12 2022-07-28 0.047244094 15.3
## 151 Branche sud aval 03 2022-07-28 0.001341682 15.5
## 152 Sewell 08 2022-07-28 0.008076358 15.1
## 153 Waugh sanct. 07 2022-07-28 0.039382239 13.1
## 154 Pok amont 04 2022-07-28 0.037487829 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 16.2
## 158 Pollard 10 2022-09-01 0.018867925 15.1
## 159 br. sud amont 01 2022-09-01 0.037487829 14.8
## 160 Morrison 06 2022-09-01 0.123465576 15.0
## 161 Malt 11 2022-09-01 0.006418919 12.3
## 162 Suggary 02 2022-09-01 0.008076358 11.9
## 163 Waugh sanct. 07 2022-09-01 0.057261843 14.0
## 164 Dempsey 12 2022-09-01 0.047244094 15.0
## 165 Branche sud aval 03 2022-09-01 0.001341682 16.2
## 166 Sewell 08 2022-09-01 0.071280992 15.9
## 167 Pok amont 04 2022-09-01 0.039382239 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 12.9
## 169 Sewell 08 2022-10-03 0.018867925 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 6.5
## 172 Pollard 10 2022-10-03 0.039382239 6.5
## 173 br. sud amont 01 2022-10-03 0.037487829 5.6
## 174 Morrison 06 2022-10-03 0.123465576 4.7
## 175 Malt 11 2022-10-03 0.001341682 7.9
## 176 Suggary 02 2022-10-03 0.008076358 4.5
## 177 Waugh sanct. 07 2022-10-03 0.057261843 6.3
## 178 Dempsey 12 2022-10-03 0.047244094 6.0
## 179 Branche sud aval 03 2022-10-03 0.027911970 6.2
## 180 Pok amont 04 2022-10-03 0.071280992 6.5
## 181 Branche sud aval 03 2022-11-01 0.089831566 6.5
## 182 Sewell 08 2022-11-01 0.018867925 7.1
## 183 Pok amont 04 2022-11-01 0.123465576 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 7.4
## 186 Pollard 10 2022-11-01 0.039382239 8.0
## 187 br. sud amont 01 2022-11-01 0.037487829 7.0
## 188 Morrison 06 2022-11-01 0.047244094 5.9
## 189 Malt 11 2022-11-01 0.001341682 7.6
## 190 Suggary 02 2022-11-01 0.008076358 6.5
## 191 Waugh sanct. 07 2022-11-01 0.057261843 7.3
## 192 Dempsey 12 2022-11-01 0.027911970 7.8ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les Coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Coupeablanc_vs_Oxyg_dissous
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctC_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.3383654 11.30
## 2 Morrison 06 2001-08-01 0.3916010 10.60
## 3 Malt 11 2001-08-01 0.3939882 11.80
## 4 Suggary 02 2001-08-01 0.3522727 10.50
## 5 Waugh sanct. 07 2001-08-01 0.4073359 10.40
## 6 Dempsey 12 2001-08-01 0.3592989 8.10
## 7 Branche sud aval 03 2001-08-01 0.2777975 11.00
## 8 Sewell 08 2001-08-01 0.3135135 11.10
## 9 Pok amont 04 2001-08-01 0.1466001 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 12.10
## 12 Pollard 10 2001-08-01 0.2511013 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 10.60
## 14 Pollard 10 2001-08-28 0.2511013 9.60
## 15 br. sud amont 01 2001-08-28 0.3383654 10.12
## 16 Morrison 06 2001-08-28 0.3916010 NaN
## 17 Malt 11 2001-08-28 0.3939882 10.60
## 18 Suggary 02 2001-08-28 0.3522727 9.45
## 19 Waugh sanct. 07 2001-08-28 0.4073359 10.00
## 20 Dempsey 12 2001-08-28 0.3592989 8.80
## 21 Branche sud aval 03 2001-08-28 0.2777975 10.00
## 22 Sewell 08 2001-08-28 0.3135135 9.40
## 23 Pok amont 04 2001-08-28 0.1466001 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 10.00
## 25 Pok amont 04 2001-09-26 0.1466001 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 8.51
## 28 Pollard 10 2001-09-26 0.2511013 8.40
## 29 br. sud amont 01 2001-09-26 0.3383654 8.50
## 30 Morrison 06 2001-09-26 0.3916010 8.60
## 31 Malt 11 2001-09-26 0.3939882 9.00
## 32 Suggary 02 2001-09-26 0.3522727 8.44
## 33 Waugh sanct. 07 2001-09-26 0.4073359 8.62
## 34 Dempsey 12 2001-09-26 0.3592989 8.30
## 35 Branche sud aval 03 2001-09-26 0.2777975 9.20
## 36 Sewell 08 2001-09-26 0.3135135 7.92
## 37 Sewell 08 2001-10-31 0.3135135 7.70
## 38 Pok amont 04 2001-10-31 0.1466001 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 9.46
## 40 Morrison 06 2001-10-31 0.3916010 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 8.70
## 42 Pollard 10 2001-10-31 0.2511013 8.85
## 43 br. sud amont 01 2001-10-31 0.3383654 7.80
## 44 Dempsey 12 2001-10-31 0.3592989 8.43
## 45 Malt 11 2001-10-31 0.3939882 9.20
## 46 Suggary 02 2001-10-31 0.3522727 7.30
## 47 Waugh sanct. 07 2001-10-31 0.4073359 8.00
## 48 Branche sud aval 03 2001-10-31 0.2777975 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 8.01
## 50 Branche sud aval 03 2002-07-29 0.2777975 8.50
## 51 Sewell 08 2002-07-29 0.3135135 7.60
## 52 Pok amont 04 2002-07-29 0.1466001 8.17
## 53 br. sud amont 01 2002-07-29 0.3383654 8.65
## 54 Morrison 06 2002-07-29 0.3916010 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 7.10
## 56 Pollard 10 2002-07-29 0.2511013 7.45
## 57 Waugh sanct. 07 2002-07-29 0.4073359 7.90
## 58 Dempsey 12 2002-07-29 0.3592989 8.30
## 59 Malt 11 2002-07-29 0.3939882 8.90
## 60 Suggary 02 2002-07-29 0.3522727 8.20
## 61 Pok amont 04 2002-08-28 0.1466001 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 9.46
## 63 Dempsey 12 2002-08-28 0.3592989 8.20
## 64 Branche sud aval 03 2002-08-28 0.2777975 10.41
## 65 Sewell 08 2002-08-28 0.3135135 9.80
## 66 Pollard 10 2002-08-28 0.2511013 9.02
## 67 br. sud amont 01 2002-08-28 0.3383654 10.20
## 68 Morrison 06 2002-08-28 0.3916010 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 11.05
## 70 Suggary 02 2002-08-28 0.3522727 11.24
## 71 Waugh sanct. 07 2002-08-28 0.4073359 10.00
## 72 Malt 11 2002-08-28 0.3939882 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 4.42
## 74 Sewell 08 2002-10-02 0.3135135 6.84
## 75 Pok amont 04 2002-10-02 0.1466001 7.20
## 76 Waugh sanct. 07 2002-10-02 0.4073359 6.10
## 77 Dempsey 12 2002-10-02 0.3592989 5.70
## 78 Branche sud aval 03 2002-10-02 0.2777975 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 7.49
## 80 Pollard 10 2002-10-02 0.2511013 6.80
## 81 br. sud amont 01 2002-10-02 0.3383654 7.16
## 82 Morrison 06 2002-10-02 0.3916010 7.60
## 83 Malt 11 2002-10-02 0.3939882 6.40
## 84 Suggary 02 2002-10-02 0.3522727 8.08
## 85 Pok amont 04 2002-10-31 0.1466001 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 8.50
## 87 Branche sud aval 03 2002-10-31 0.2777975 NaN
## 88 Sewell 08 2002-10-31 0.3135135 8.30
## 89 Suggary 02 2002-10-31 0.3522727 8.60
## 90 Waugh sanct. 07 2002-10-31 0.4073359 7.00
## 91 Dempsey 12 2002-10-31 0.3592989 7.40
## 92 Morrison 06 2002-10-31 0.3916010 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 7.60
## 94 Pollard 10 2002-10-31 0.2511013 7.60
## 95 br. sud amont 01 2002-10-31 0.3383654 8.20
## 96 Malt 11 2002-10-31 0.3939882 8.00subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctC_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.057261843 9.68
## 98 Dempsey 12 2021-07-28 0.047244094 9.38
## 99 Branche sud aval 03 2021-07-28 0.027911970 8.51
## 100 Sewell 08 2021-07-28 0.071280992 9.29
## 101 Waugh sanct. 07 2021-07-28 0.039382239 9.84
## 102 br. sud amont 01 2021-07-28 0.037487829 8.43
## 103 Morrison 06 2021-07-28 0.123465576 9.04
## 104 Malt 11 2021-07-28 0.006418919 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 8.70
## 106 Pollard 10 2021-07-28 0.018867925 9.81
## 107 Pok amont 04 2021-07-28 0.001341682 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 10.29
## 109 Malt 11 2021-08-31 0.018867925 11.07
## 110 Suggary 02 2021-08-31 0.008076358 10.16
## 111 Waugh sanct. 07 2021-08-31 0.057261843 10.03
## 112 Dempsey 12 2021-08-31 0.047244094 9.51
## 113 Branche sud aval 03 2021-08-31 0.027911970 8.83
## 114 Sewell 08 2021-08-31 0.071280992 8.18
## 115 Pollard 10 2021-08-31 0.039382239 8.15
## 116 br. sud amont 01 2021-08-31 0.037487829 7.94
## 117 Morrison 06 2021-08-31 0.123465576 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 8.54
## 120 Pok amont 04 2021-08-31 0.001341682 8.70
## 121 Suggary 02 2021-10-05 0.089831566 12.14
## 122 Morrison 06 2021-10-05 0.018867925 11.19
## 123 Malt 11 2021-10-05 0.001341682 10.27
## 124 Sewell 08 2021-10-05 0.008076358 11.17
## 125 Waugh sanct. 07 2021-10-05 0.057261843 10.42
## 126 Dempsey 12 2021-10-05 0.047244094 10.86
## 127 Branche sud aval 03 2021-10-05 0.027911970 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 10.87
## 129 Pollard 10 2021-10-05 0.039382239 11.29
## 130 br. sud amont 01 2021-10-05 0.037487829 10.74
## 131 Pok amont 04 2021-10-05 0.123465576 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 11.40
## 133 Malt 11 2021-10-28 0.006418919 10.50
## 134 Suggary 02 2021-10-28 0.089831566 11.68
## 135 br. sud amont 01 2021-10-28 0.018867925 10.93
## 136 Morrison 06 2021-10-28 0.047244094 11.66
## 137 Branche sud aval 03 2021-10-28 0.001341682 11.22
## 138 Sewell 08 2021-10-28 0.008076358 11.44
## 139 Waugh sanct. 07 2021-10-28 0.057261843 10.96
## 140 Dempsey 12 2021-10-28 0.037487829 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 10.41
## 143 Pollard 10 2021-10-28 0.039382239 10.54
## 144 Pok amont 04 2021-10-28 0.123465576 10.80
## 145 Pollard 10 2022-07-28 0.018867925 10.75
## 146 Morrison 06 2022-07-28 0.123465576 10.00
## 147 Malt 11 2022-07-28 0.006418919 11.60
## 148 Suggary 02 2022-07-28 0.089831566 11.40
## 149 br. sud amont 01 2022-07-28 0.057261843 8.64
## 150 Dempsey 12 2022-07-28 0.047244094 9.34
## 151 Branche sud aval 03 2022-07-28 0.001341682 9.55
## 152 Sewell 08 2022-07-28 0.008076358 9.50
## 153 Waugh sanct. 07 2022-07-28 0.039382239 9.90
## 154 Pok amont 04 2022-07-28 0.037487829 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 9.19
## 158 Pollard 10 2022-09-01 0.018867925 10.25
## 159 br. sud amont 01 2022-09-01 0.037487829 8.28
## 160 Morrison 06 2022-09-01 0.123465576 9.52
## 161 Malt 11 2022-09-01 0.006418919 11.08
## 162 Suggary 02 2022-09-01 0.008076358 10.24
## 163 Waugh sanct. 07 2022-09-01 0.057261843 9.22
## 164 Dempsey 12 2022-09-01 0.047244094 9.44
## 165 Branche sud aval 03 2022-09-01 0.001341682 8.95
## 166 Sewell 08 2022-09-01 0.071280992 9.02
## 167 Pok amont 04 2022-09-01 0.039382239 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 10.06
## 169 Sewell 08 2022-10-03 0.018867925 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 12.20
## 172 Pollard 10 2022-10-03 0.039382239 13.04
## 173 br. sud amont 01 2022-10-03 0.037487829 11.04
## 174 Morrison 06 2022-10-03 0.123465576 12.92
## 175 Malt 11 2022-10-03 0.001341682 12.67
## 176 Suggary 02 2022-10-03 0.008076358 13.13
## 177 Waugh sanct. 07 2022-10-03 0.057261843 12.07
## 178 Dempsey 12 2022-10-03 0.047244094 11.87
## 179 Branche sud aval 03 2022-10-03 0.027911970 12.21
## 180 Pok amont 04 2022-10-03 0.071280992 10.04
## 181 Branche sud aval 03 2022-11-01 0.089831566 12.07
## 182 Sewell 08 2022-11-01 0.018867925 12.13
## 183 Pok amont 04 2022-11-01 0.123465576 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 11.17
## 186 Pollard 10 2022-11-01 0.039382239 10.85
## 187 br. sud amont 01 2022-11-01 0.037487829 11.78
## 188 Morrison 06 2022-11-01 0.047244094 12.66
## 189 Malt 11 2022-11-01 0.001341682 11.63
## 190 Suggary 02 2022-11-01 0.008076358 12.35
## 191 Waugh sanct. 07 2022-11-01 0.057261843 9.42
## 192 Dempsey 12 2022-11-01 0.027911970 11.07ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Coupeablanc_vs_Conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctC_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.3383654 171.0
## 2 Morrison 06 2001-08-01 0.3916010 114.0
## 3 Malt 11 2001-08-01 0.3939882 108.0
## 4 Suggary 02 2001-08-01 0.3522727 118.0
## 5 Waugh sanct. 07 2001-08-01 0.4073359 133.0
## 6 Dempsey 12 2001-08-01 0.3592989 128.0
## 7 Branche sud aval 03 2001-08-01 0.2777975 115.0
## 8 Sewell 08 2001-08-01 0.3135135 134.0
## 9 Pok amont 04 2001-08-01 0.1466001 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 100.0
## 12 Pollard 10 2001-08-01 0.2511013 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 105.0
## 14 Pollard 10 2001-08-28 0.2511013 162.0
## 15 br. sud amont 01 2001-08-28 0.3383654 177.0
## 16 Morrison 06 2001-08-28 0.3916010 115.0
## 17 Malt 11 2001-08-28 0.3939882 90.3
## 18 Suggary 02 2001-08-28 0.3522727 119.0
## 19 Waugh sanct. 07 2001-08-28 0.4073359 132.0
## 20 Dempsey 12 2001-08-28 0.3592989 129.0
## 21 Branche sud aval 03 2001-08-28 0.2777975 113.0
## 22 Sewell 08 2001-08-28 0.3135135 150.0
## 23 Pok amont 04 2001-08-28 0.1466001 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 112.0
## 25 Pok amont 04 2001-09-26 0.1466001 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 111.0
## 28 Pollard 10 2001-09-26 0.2511013 153.5
## 29 br. sud amont 01 2001-09-26 0.3383654 158.0
## 30 Morrison 06 2001-09-26 0.3916010 117.0
## 31 Malt 11 2001-09-26 0.3939882 97.7
## 32 Suggary 02 2001-09-26 0.3522727 139.0
## 33 Waugh sanct. 07 2001-09-26 0.4073359 136.0
## 34 Dempsey 12 2001-09-26 0.3592989 137.0
## 35 Branche sud aval 03 2001-09-26 0.2777975 123.0
## 36 Sewell 08 2001-09-26 0.3135135 173.0
## 37 Sewell 08 2001-10-31 0.3135135 111.0
## 38 Pok amont 04 2001-10-31 0.1466001 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 112.0
## 40 Morrison 06 2001-10-31 0.3916010 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 87.2
## 42 Pollard 10 2001-10-31 0.2511013 164.0
## 43 br. sud amont 01 2001-10-31 0.3383654 162.0
## 44 Dempsey 12 2001-10-31 0.3592989 128.0
## 45 Malt 11 2001-10-31 0.3939882 98.8
## 46 Suggary 02 2001-10-31 0.3522727 120.0
## 47 Waugh sanct. 07 2001-10-31 0.4073359 102.0
## 48 Branche sud aval 03 2001-10-31 0.2777975 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 112.0
## 50 Branche sud aval 03 2002-07-29 0.2777975 116.0
## 51 Sewell 08 2002-07-29 0.3135135 139.0
## 52 Pok amont 04 2002-07-29 0.1466001 57.1
## 53 br. sud amont 01 2002-07-29 0.3383654 148.0
## 54 Morrison 06 2002-07-29 0.3916010 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 105.0
## 56 Pollard 10 2002-07-29 0.2511013 162.0
## 57 Waugh sanct. 07 2002-07-29 0.4073359 133.0
## 58 Dempsey 12 2002-07-29 0.3592989 143.0
## 59 Malt 11 2002-07-29 0.3939882 96.6
## 60 Suggary 02 2002-07-29 0.3522727 110.0
## 61 Pok amont 04 2002-08-28 0.1466001 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 115.0
## 63 Dempsey 12 2002-08-28 0.3592989 144.0
## 64 Branche sud aval 03 2002-08-28 0.2777975 121.0
## 65 Sewell 08 2002-08-28 0.3135135 168.0
## 66 Pollard 10 2002-08-28 0.2511013 164.0
## 67 br. sud amont 01 2002-08-28 0.3383654 185.0
## 68 Morrison 06 2002-08-28 0.3916010 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 111.0
## 70 Suggary 02 2002-08-28 0.3522727 110.5
## 71 Waugh sanct. 07 2002-08-28 0.4073359 135.0
## 72 Malt 11 2002-08-28 0.3939882 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 120.0
## 74 Sewell 08 2002-10-02 0.3135135 158.0
## 75 Pok amont 04 2002-10-02 0.1466001 69.4
## 76 Waugh sanct. 07 2002-10-02 0.4073359 148.0
## 77 Dempsey 12 2002-10-02 0.3592989 145.0
## 78 Branche sud aval 03 2002-10-02 0.2777975 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 108.0
## 80 Pollard 10 2002-10-02 0.2511013 176.0
## 81 br. sud amont 01 2002-10-02 0.3383654 194.0
## 82 Morrison 06 2002-10-02 0.3916010 128.0
## 83 Malt 11 2002-10-02 0.3939882 106.0
## 84 Suggary 02 2002-10-02 0.3522727 114.0
## 85 Pok amont 04 2002-10-31 0.1466001 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 122.0
## 87 Branche sud aval 03 2002-10-31 0.2777975 126.0
## 88 Sewell 08 2002-10-31 0.3135135 120.0
## 89 Suggary 02 2002-10-31 0.3522727 118.0
## 90 Waugh sanct. 07 2002-10-31 0.4073359 129.0
## 91 Dempsey 12 2002-10-31 0.3592989 141.0
## 92 Morrison 06 2002-10-31 0.3916010 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 103.0
## 94 Pollard 10 2002-10-31 0.2511013 176.0
## 95 br. sud amont 01 2002-10-31 0.3383654 175.5
## 96 Malt 11 2002-10-31 0.3939882 107.0subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctC_supdrainee_2020 Conductivity_microS_cm
## 97 Suggary 02 2021-07-28 0.057261843 109
## 98 Dempsey 12 2021-07-28 0.047244094 139
## 99 Branche sud aval 03 2021-07-28 0.027911970 119
## 100 Sewell 08 2021-07-28 0.071280992 131
## 101 Waugh sanct. 07 2021-07-28 0.039382239 128
## 102 br. sud amont 01 2021-07-28 0.037487829 177
## 103 Morrison 06 2021-07-28 0.123465576 122
## 104 Malt 11 2021-07-28 0.006418919 90
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 115
## 106 Pollard 10 2021-07-28 0.018867925 166
## 107 Pok amont 04 2021-07-28 0.001341682 60
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 109
## 109 Malt 11 2021-08-31 0.018867925 96
## 110 Suggary 02 2021-08-31 0.008076358 116
## 111 Waugh sanct. 07 2021-08-31 0.057261843 138
## 112 Dempsey 12 2021-08-31 0.047244094 152
## 113 Branche sud aval 03 2021-08-31 0.027911970 125
## 114 Sewell 08 2021-08-31 0.071280992 161
## 115 Pollard 10 2021-08-31 0.039382239 196
## 116 br. sud amont 01 2021-08-31 0.037487829 199
## 117 Morrison 06 2021-08-31 0.123465576 129
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 118
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 114
## 120 Pok amont 04 2021-08-31 0.001341682 70
## 121 Suggary 02 2021-10-05 0.089831566 98
## 122 Morrison 06 2021-10-05 0.018867925 114
## 123 Malt 11 2021-10-05 0.001341682 74
## 124 Sewell 08 2021-10-05 0.008076358 72
## 125 Waugh sanct. 07 2021-10-05 0.057261843 70
## 126 Dempsey 12 2021-10-05 0.047244094 96
## 127 Branche sud aval 03 2021-10-05 0.027911970 86
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 90
## 129 Pollard 10 2021-10-05 0.039382239 128
## 130 br. sud amont 01 2021-10-05 0.037487829 91
## 131 Pok amont 04 2021-10-05 0.123465576 52
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 95
## 133 Malt 11 2021-10-28 0.006418919 80
## 134 Suggary 02 2021-10-28 0.089831566 100
## 135 br. sud amont 01 2021-10-28 0.018867925 114
## 136 Morrison 06 2021-10-28 0.047244094 118
## 137 Branche sud aval 03 2021-10-28 0.001341682 97
## 138 Sewell 08 2021-10-28 0.008076358 81
## 139 Waugh sanct. 07 2021-10-28 0.057261843 88
## 140 Dempsey 12 2021-10-28 0.037487829 113
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 102
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 97
## 143 Pollard 10 2021-10-28 0.039382239 139
## 144 Pok amont 04 2021-10-28 0.123465576 54
## 145 Pollard 10 2022-07-28 0.018867925 163
## 146 Morrison 06 2022-07-28 0.123465576 119
## 147 Malt 11 2022-07-28 0.006418919 88
## 148 Suggary 02 2022-07-28 0.089831566 107
## 149 br. sud amont 01 2022-07-28 0.057261843 161
## 150 Dempsey 12 2022-07-28 0.047244094 134
## 151 Branche sud aval 03 2022-07-28 0.001341682 113
## 152 Sewell 08 2022-07-28 0.008076358 113
## 153 Waugh sanct. 07 2022-07-28 0.039382239 126
## 154 Pok amont 04 2022-07-28 0.037487829 59
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 108
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 113
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 107
## 158 Pollard 10 2022-09-01 0.018867925 178
## 159 br. sud amont 01 2022-09-01 0.037487829 180
## 160 Morrison 06 2022-09-01 0.123465576 117
## 161 Malt 11 2022-09-01 0.006418919 88
## 162 Suggary 02 2022-09-01 0.008076358 104
## 163 Waugh sanct. 07 2022-09-01 0.057261843 114
## 164 Dempsey 12 2022-09-01 0.047244094 137
## 165 Branche sud aval 03 2022-09-01 0.001341682 117
## 166 Sewell 08 2022-09-01 0.071280992 116
## 167 Pok amont 04 2022-09-01 0.039382239 63
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 108
## 169 Sewell 08 2022-10-03 0.018867925 114
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 113
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 94
## 172 Pollard 10 2022-10-03 0.039382239 179
## 173 br. sud amont 01 2022-10-03 0.037487829 182
## 174 Morrison 06 2022-10-03 0.123465576 120
## 175 Malt 11 2022-10-03 0.001341682 95
## 176 Suggary 02 2022-10-03 0.008076358 107
## 177 Waugh sanct. 07 2022-10-03 0.057261843 114
## 178 Dempsey 12 2022-10-03 0.047244094 143
## 179 Branche sud aval 03 2022-10-03 0.027911970 118
## 180 Pok amont 04 2022-10-03 0.071280992 64
## 181 Branche sud aval 03 2022-11-01 0.089831566 112
## 182 Sewell 08 2022-11-01 0.018867925 92
## 183 Pok amont 04 2022-11-01 0.123465576 69
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 112
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 92
## 186 Pollard 10 2022-11-01 0.039382239 177
## 187 br. sud amont 01 2022-11-01 0.037487829 144
## 188 Morrison 06 2022-11-01 0.047244094 125
## 189 Malt 11 2022-11-01 0.001341682 91
## 190 Suggary 02 2022-11-01 0.008076358 108
## 191 Waugh sanct. 07 2022-11-01 0.057261843 92
## 192 Dempsey 12 2022-11-01 0.027911970 136ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la Conductivité et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Coupeablanc_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,pH_units))## Station2 Date pctC_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.3383654 8.200
## 2 Morrison 06 2001-08-01 0.3916010 7.950
## 3 Malt 11 2001-08-01 0.3939882 7.860
## 4 Suggary 02 2001-08-01 0.3522727 8.020
## 5 Waugh sanct. 07 2001-08-01 0.4073359 7.970
## 6 Dempsey 12 2001-08-01 0.3592989 7.960
## 7 Branche sud aval 03 2001-08-01 0.2777975 8.030
## 8 Sewell 08 2001-08-01 0.3135135 8.020
## 9 Pok amont 04 2001-08-01 0.1466001 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 7.860
## 12 Pollard 10 2001-08-01 0.2511013 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 7.910
## 14 Pollard 10 2001-08-28 0.2511013 7.860
## 15 br. sud amont 01 2001-08-28 0.3383654 7.980
## 16 Morrison 06 2001-08-28 0.3916010 7.940
## 17 Malt 11 2001-08-28 0.3939882 7.460
## 18 Suggary 02 2001-08-28 0.3522727 7.880
## 19 Waugh sanct. 07 2001-08-28 0.4073359 7.890
## 20 Dempsey 12 2001-08-28 0.3592989 7.760
## 21 Branche sud aval 03 2001-08-28 0.2777975 7.890
## 22 Sewell 08 2001-08-28 0.3135135 7.900
## 23 Pok amont 04 2001-08-28 0.1466001 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 7.770
## 25 Pok amont 04 2001-09-26 0.1466001 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 7.870
## 28 Pollard 10 2001-09-26 0.2511013 7.850
## 29 br. sud amont 01 2001-09-26 0.3383654 8.050
## 30 Morrison 06 2001-09-26 0.3916010 8.020
## 31 Malt 11 2001-09-26 0.3939882 7.710
## 32 Suggary 02 2001-09-26 0.3522727 8.080
## 33 Waugh sanct. 07 2001-09-26 0.4073359 8.020
## 34 Dempsey 12 2001-09-26 0.3592989 7.950
## 35 Branche sud aval 03 2001-09-26 0.2777975 8.040
## 36 Sewell 08 2001-09-26 0.3135135 8.060
## 37 Sewell 08 2001-10-31 0.3135135 7.740
## 38 Pok amont 04 2001-10-31 0.1466001 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 7.950
## 40 Morrison 06 2001-10-31 0.3916010 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 7.500
## 42 Pollard 10 2001-10-31 0.2511013 7.870
## 43 br. sud amont 01 2001-10-31 0.3383654 7.960
## 44 Dempsey 12 2001-10-31 0.3592989 7.820
## 45 Malt 11 2001-10-31 0.3939882 7.530
## 46 Suggary 02 2001-10-31 0.3522727 7.650
## 47 Waugh sanct. 07 2001-10-31 0.4073359 7.410
## 48 Branche sud aval 03 2001-10-31 0.2777975 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 7.840
## 50 Branche sud aval 03 2002-07-29 0.2777975 7.870
## 51 Sewell 08 2002-07-29 0.3135135 7.840
## 52 Pok amont 04 2002-07-29 0.1466001 7.180
## 53 br. sud amont 01 2002-07-29 0.3383654 7.840
## 54 Morrison 06 2002-07-29 0.3916010 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 7.580
## 56 Pollard 10 2002-07-29 0.2511013 7.730
## 57 Waugh sanct. 07 2002-07-29 0.4073359 7.700
## 58 Dempsey 12 2002-07-29 0.3592989 7.755
## 59 Malt 11 2002-07-29 0.3939882 7.420
## 60 Suggary 02 2002-07-29 0.3522727 7.740
## 61 Pok amont 04 2002-08-28 0.1466001 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 7.800
## 63 Dempsey 12 2002-08-28 0.3592989 7.690
## 64 Branche sud aval 03 2002-08-28 0.2777975 7.850
## 65 Sewell 08 2002-08-28 0.3135135 7.920
## 66 Pollard 10 2002-08-28 0.2511013 7.730
## 67 br. sud amont 01 2002-08-28 0.3383654 8.070
## 68 Morrison 06 2002-08-28 0.3916010 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 7.790
## 70 Suggary 02 2002-08-28 0.3522727 7.815
## 71 Waugh sanct. 07 2002-08-28 0.4073359 7.750
## 72 Malt 11 2002-08-28 0.3939882 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 7.830
## 74 Sewell 08 2002-10-02 0.3135135 7.820
## 75 Pok amont 04 2002-10-02 0.1466001 7.270
## 76 Waugh sanct. 07 2002-10-02 0.4073359 7.760
## 77 Dempsey 12 2002-10-02 0.3592989 7.640
## 78 Branche sud aval 03 2002-10-02 0.2777975 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 7.650
## 80 Pollard 10 2002-10-02 0.2511013 7.720
## 81 br. sud amont 01 2002-10-02 0.3383654 7.970
## 82 Morrison 06 2002-10-02 0.3916010 7.890
## 83 Malt 11 2002-10-02 0.3939882 7.380
## 84 Suggary 02 2002-10-02 0.3522727 7.830
## 85 Pok amont 04 2002-10-31 0.1466001 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 7.820
## 87 Branche sud aval 03 2002-10-31 0.2777975 NaN
## 88 Sewell 08 2002-10-31 0.3135135 7.550
## 89 Suggary 02 2002-10-31 0.3522727 7.770
## 90 Waugh sanct. 07 2002-10-31 0.4073359 7.580
## 91 Dempsey 12 2002-10-31 0.3592989 7.690
## 92 Morrison 06 2002-10-31 0.3916010 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 7.440
## 94 Pollard 10 2002-10-31 0.2511013 7.780
## 95 br. sud amont 01 2002-10-31 0.3383654 7.865
## 96 Malt 11 2002-10-31 0.3939882 7.560subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,pH_units))## Station2 Date pctC_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.057261843 7.5
## 98 Dempsey 12 2021-07-28 0.047244094 7.6
## 99 Branche sud aval 03 2021-07-28 0.027911970 7.6
## 100 Sewell 08 2021-07-28 0.071280992 7.7
## 101 Waugh sanct. 07 2021-07-28 0.039382239 7.6
## 102 br. sud amont 01 2021-07-28 0.037487829 7.6
## 103 Morrison 06 2021-07-28 0.123465576 7.4
## 104 Malt 11 2021-07-28 0.006418919 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 7.6
## 106 Pollard 10 2021-07-28 0.018867925 7.6
## 107 Pok amont 04 2021-07-28 0.001341682 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 7.6
## 109 Malt 11 2021-08-31 0.018867925 7.3
## 110 Suggary 02 2021-08-31 0.008076358 7.6
## 111 Waugh sanct. 07 2021-08-31 0.057261843 7.8
## 112 Dempsey 12 2021-08-31 0.047244094 7.6
## 113 Branche sud aval 03 2021-08-31 0.027911970 7.8
## 114 Sewell 08 2021-08-31 0.071280992 7.8
## 115 Pollard 10 2021-08-31 0.039382239 7.8
## 116 br. sud amont 01 2021-08-31 0.037487829 7.5
## 117 Morrison 06 2021-08-31 0.123465576 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 7.7
## 120 Pok amont 04 2021-08-31 0.001341682 7.1
## 121 Suggary 02 2021-10-05 0.089831566 7.6
## 122 Morrison 06 2021-10-05 0.018867925 7.1
## 123 Malt 11 2021-10-05 0.001341682 7.1
## 124 Sewell 08 2021-10-05 0.008076358 7.5
## 125 Waugh sanct. 07 2021-10-05 0.057261843 7.2
## 126 Dempsey 12 2021-10-05 0.047244094 7.3
## 127 Branche sud aval 03 2021-10-05 0.027911970 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 7.4
## 129 Pollard 10 2021-10-05 0.039382239 7.5
## 130 br. sud amont 01 2021-10-05 0.037487829 7.2
## 131 Pok amont 04 2021-10-05 0.123465576 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 7.2
## 133 Malt 11 2021-10-28 0.006418919 7.0
## 134 Suggary 02 2021-10-28 0.089831566 7.6
## 135 br. sud amont 01 2021-10-28 0.018867925 7.5
## 136 Morrison 06 2021-10-28 0.047244094 7.6
## 137 Branche sud aval 03 2021-10-28 0.001341682 7.6
## 138 Sewell 08 2021-10-28 0.008076358 7.5
## 139 Waugh sanct. 07 2021-10-28 0.057261843 7.5
## 140 Dempsey 12 2021-10-28 0.037487829 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 7.5
## 143 Pollard 10 2021-10-28 0.039382239 7.7
## 144 Pok amont 04 2021-10-28 0.123465576 7.5
## 145 Pollard 10 2022-07-28 0.018867925 7.7
## 146 Morrison 06 2022-07-28 0.123465576 7.8
## 147 Malt 11 2022-07-28 0.006418919 7.6
## 148 Suggary 02 2022-07-28 0.089831566 7.7
## 149 br. sud amont 01 2022-07-28 0.057261843 7.9
## 150 Dempsey 12 2022-07-28 0.047244094 7.8
## 151 Branche sud aval 03 2022-07-28 0.001341682 7.8
## 152 Sewell 08 2022-07-28 0.008076358 7.7
## 153 Waugh sanct. 07 2022-07-28 0.039382239 7.8
## 154 Pok amont 04 2022-07-28 0.037487829 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 7.8
## 158 Pollard 10 2022-09-01 0.018867925 7.8
## 159 br. sud amont 01 2022-09-01 0.037487829 8.0
## 160 Morrison 06 2022-09-01 0.123465576 8.0
## 161 Malt 11 2022-09-01 0.006418919 7.7
## 162 Suggary 02 2022-09-01 0.008076358 7.8
## 163 Waugh sanct. 07 2022-09-01 0.057261843 7.9
## 164 Dempsey 12 2022-09-01 0.047244094 7.9
## 165 Branche sud aval 03 2022-09-01 0.001341682 7.9
## 166 Sewell 08 2022-09-01 0.071280992 7.9
## 167 Pok amont 04 2022-09-01 0.039382239 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 7.8
## 169 Sewell 08 2022-10-03 0.018867925 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 7.5
## 172 Pollard 10 2022-10-03 0.039382239 7.8
## 173 br. sud amont 01 2022-10-03 0.037487829 7.9
## 174 Morrison 06 2022-10-03 0.123465576 7.9
## 175 Malt 11 2022-10-03 0.001341682 7.5
## 176 Suggary 02 2022-10-03 0.008076358 7.7
## 177 Waugh sanct. 07 2022-10-03 0.057261843 7.6
## 178 Dempsey 12 2022-10-03 0.047244094 7.7
## 179 Branche sud aval 03 2022-10-03 0.027911970 7.8
## 180 Pok amont 04 2022-10-03 0.071280992 7.1
## 181 Branche sud aval 03 2022-11-01 0.089831566 7.6
## 182 Sewell 08 2022-11-01 0.018867925 7.5
## 183 Pok amont 04 2022-11-01 0.123465576 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 7.3
## 186 Pollard 10 2022-11-01 0.039382239 7.6
## 187 br. sud amont 01 2022-11-01 0.037487829 7.5
## 188 Morrison 06 2022-11-01 0.047244094 7.8
## 189 Malt 11 2022-11-01 0.001341682 7.0
## 190 Suggary 02 2022-11-01 0.008076358 7.5
## 191 Waugh sanct. 07 2022-11-01 0.057261843 7.2
## 192 Dempsey 12 2022-11-01 0.027911970 7.4ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la pH et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Coupeablanc_vs_Turbidité_1
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Turbidity_NTU))## Station2 Date pctC_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.3383654 6.400
## 2 Morrison 06 2001-08-01 0.3916010 0.600
## 3 Malt 11 2001-08-01 0.3939882 1.600
## 4 Suggary 02 2001-08-01 0.3522727 0.700
## 5 Waugh sanct. 07 2001-08-01 0.4073359 1.200
## 6 Dempsey 12 2001-08-01 0.3592989 1.300
## 7 Branche sud aval 03 2001-08-01 0.2777975 0.500
## 8 Sewell 08 2001-08-01 0.3135135 1.500
## 9 Pok amont 04 2001-08-01 0.1466001 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 0.100
## 12 Pollard 10 2001-08-01 0.2511013 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 1.200
## 14 Pollard 10 2001-08-28 0.2511013 0.800
## 15 br. sud amont 01 2001-08-28 0.3383654 6.100
## 16 Morrison 06 2001-08-28 0.3916010 0.700
## 17 Malt 11 2001-08-28 0.3939882 0.500
## 18 Suggary 02 2001-08-28 0.3522727 3.500
## 19 Waugh sanct. 07 2001-08-28 0.4073359 1.000
## 20 Dempsey 12 2001-08-28 0.3592989 1.700
## 21 Branche sud aval 03 2001-08-28 0.2777975 0.900
## 22 Sewell 08 2001-08-28 0.3135135 6.500
## 23 Pok amont 04 2001-08-28 0.1466001 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 1.000
## 25 Pok amont 04 2001-09-26 0.1466001 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 1.200
## 28 Pollard 10 2001-09-26 0.2511013 1.150
## 29 br. sud amont 01 2001-09-26 0.3383654 44.800
## 30 Morrison 06 2001-09-26 0.3916010 0.900
## 31 Malt 11 2001-09-26 0.3939882 7.800
## 32 Suggary 02 2001-09-26 0.3522727 1.700
## 33 Waugh sanct. 07 2001-09-26 0.4073359 1.200
## 34 Dempsey 12 2001-09-26 0.3592989 1.500
## 35 Branche sud aval 03 2001-09-26 0.2777975 2.400
## 36 Sewell 08 2001-09-26 0.3135135 3.000
## 37 Sewell 08 2001-10-31 0.3135135 5.500
## 38 Pok amont 04 2001-10-31 0.1466001 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 1.000
## 40 Morrison 06 2001-10-31 0.3916010 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 1.400
## 42 Pollard 10 2001-10-31 0.2511013 0.600
## 43 br. sud amont 01 2001-10-31 0.3383654 1.100
## 44 Dempsey 12 2001-10-31 0.3592989 1.700
## 45 Malt 11 2001-10-31 0.3939882 0.800
## 46 Suggary 02 2001-10-31 0.3522727 2.050
## 47 Waugh sanct. 07 2001-10-31 0.4073359 1.200
## 48 Branche sud aval 03 2001-10-31 0.2777975 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 0.780
## 50 Branche sud aval 03 2002-07-29 0.2777975 1.170
## 51 Sewell 08 2002-07-29 0.3135135 4.960
## 52 Pok amont 04 2002-07-29 0.1466001 0.190
## 53 br. sud amont 01 2002-07-29 0.3383654 0.900
## 54 Morrison 06 2002-07-29 0.3916010 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 1.520
## 56 Pollard 10 2002-07-29 0.2511013 1.630
## 57 Waugh sanct. 07 2002-07-29 0.4073359 1.110
## 58 Dempsey 12 2002-07-29 0.3592989 1.970
## 59 Malt 11 2002-07-29 0.3939882 0.400
## 60 Suggary 02 2002-07-29 0.3522727 0.430
## 61 Pok amont 04 2002-08-28 0.1466001 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 1.320
## 63 Dempsey 12 2002-08-28 0.3592989 4.440
## 64 Branche sud aval 03 2002-08-28 0.2777975 1.150
## 65 Sewell 08 2002-08-28 0.3135135 2.960
## 66 Pollard 10 2002-08-28 0.2511013 0.950
## 67 br. sud amont 01 2002-08-28 0.3383654 0.570
## 68 Morrison 06 2002-08-28 0.3916010 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 1.340
## 70 Suggary 02 2002-08-28 0.3522727 0.820
## 71 Waugh sanct. 07 2002-08-28 0.4073359 1.510
## 72 Malt 11 2002-08-28 0.3939882 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 0.940
## 74 Sewell 08 2002-10-02 0.3135135 5.255
## 75 Pok amont 04 2002-10-02 0.1466001 0.280
## 76 Waugh sanct. 07 2002-10-02 0.4073359 1.280
## 77 Dempsey 12 2002-10-02 0.3592989 3.770
## 78 Branche sud aval 03 2002-10-02 0.2777975 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 2.110
## 80 Pollard 10 2002-10-02 0.2511013 0.690
## 81 br. sud amont 01 2002-10-02 0.3383654 0.740
## 82 Morrison 06 2002-10-02 0.3916010 0.770
## 83 Malt 11 2002-10-02 0.3939882 0.600
## 84 Suggary 02 2002-10-02 0.3522727 0.480
## 85 Pok amont 04 2002-10-31 0.1466001 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 0.870
## 87 Branche sud aval 03 2002-10-31 0.2777975 NaN
## 88 Sewell 08 2002-10-31 0.3135135 8.740
## 89 Suggary 02 2002-10-31 0.3522727 0.410
## 90 Waugh sanct. 07 2002-10-31 0.4073359 1.440
## 91 Dempsey 12 2002-10-31 0.3592989 2.880
## 92 Morrison 06 2002-10-31 0.3916010 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 1.500
## 94 Pollard 10 2002-10-31 0.2511013 1.060
## 95 br. sud amont 01 2002-10-31 0.3383654 1.220
## 96 Malt 11 2002-10-31 0.3939882 0.900subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Turbidity_NTU))## Station2 Date pctC_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.057261843 1.2
## 98 Dempsey 12 2021-07-28 0.047244094 1.6
## 99 Branche sud aval 03 2021-07-28 0.027911970 1.8
## 100 Sewell 08 2021-07-28 0.071280992 3.5
## 101 Waugh sanct. 07 2021-07-28 0.039382239 1.1
## 102 br. sud amont 01 2021-07-28 0.037487829 2.3
## 103 Morrison 06 2021-07-28 0.123465576 1.4
## 104 Malt 11 2021-07-28 0.006418919 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 1.9
## 106 Pollard 10 2021-07-28 0.018867925 1.2
## 107 Pok amont 04 2021-07-28 0.001341682 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 1.7
## 109 Malt 11 2021-08-31 0.018867925 0.5
## 110 Suggary 02 2021-08-31 0.008076358 0.7
## 111 Waugh sanct. 07 2021-08-31 0.057261843 1.1
## 112 Dempsey 12 2021-08-31 0.047244094 1.7
## 113 Branche sud aval 03 2021-08-31 0.027911970 1.7
## 114 Sewell 08 2021-08-31 0.071280992 3.0
## 115 Pollard 10 2021-08-31 0.039382239 1.7
## 116 br. sud amont 01 2021-08-31 0.037487829 5.6
## 117 Morrison 06 2021-08-31 0.123465576 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 3.2
## 120 Pok amont 04 2021-08-31 0.001341682 1.5
## 121 Suggary 02 2021-10-05 0.089831566 0.7
## 122 Morrison 06 2021-10-05 0.018867925 1.4
## 123 Malt 11 2021-10-05 0.001341682 0.9
## 124 Sewell 08 2021-10-05 0.008076358 4.2
## 125 Waugh sanct. 07 2021-10-05 0.057261843 1.2
## 126 Dempsey 12 2021-10-05 0.047244094 1.8
## 127 Branche sud aval 03 2021-10-05 0.027911970 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 1.8
## 129 Pollard 10 2021-10-05 0.039382239 1.8
## 130 br. sud amont 01 2021-10-05 0.037487829 3.7
## 131 Pok amont 04 2021-10-05 0.123465576 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 1.4
## 133 Malt 11 2021-10-28 0.006418919 0.5
## 134 Suggary 02 2021-10-28 0.089831566 0.2
## 135 br. sud amont 01 2021-10-28 0.018867925 1.9
## 136 Morrison 06 2021-10-28 0.047244094 0.6
## 137 Branche sud aval 03 2021-10-28 0.001341682 1.3
## 138 Sewell 08 2021-10-28 0.008076358 2.8
## 139 Waugh sanct. 07 2021-10-28 0.057261843 1.0
## 140 Dempsey 12 2021-10-28 0.037487829 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 1.4
## 143 Pollard 10 2021-10-28 0.039382239 0.8
## 144 Pok amont 04 2021-10-28 0.123465576 0.6
## 145 Pollard 10 2022-07-28 0.018867925 0.4
## 146 Morrison 06 2022-07-28 0.123465576 0.7
## 147 Malt 11 2022-07-28 0.006418919 0.4
## 148 Suggary 02 2022-07-28 0.089831566 0.5
## 149 br. sud amont 01 2022-07-28 0.057261843 2.7
## 150 Dempsey 12 2022-07-28 0.047244094 1.2
## 151 Branche sud aval 03 2022-07-28 0.001341682 2.1
## 152 Sewell 08 2022-07-28 0.008076358 1.8
## 153 Waugh sanct. 07 2022-07-28 0.039382239 1.0
## 154 Pok amont 04 2022-07-28 0.037487829 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 1.9
## 158 Pollard 10 2022-09-01 0.018867925 1.3
## 159 br. sud amont 01 2022-09-01 0.037487829 3.0
## 160 Morrison 06 2022-09-01 0.123465576 2.4
## 161 Malt 11 2022-09-01 0.006418919 0.5
## 162 Suggary 02 2022-09-01 0.008076358 0.7
## 163 Waugh sanct. 07 2022-09-01 0.057261843 1.8
## 164 Dempsey 12 2022-09-01 0.047244094 2.2
## 165 Branche sud aval 03 2022-09-01 0.001341682 1.9
## 166 Sewell 08 2022-09-01 0.071280992 2.6
## 167 Pok amont 04 2022-09-01 0.039382239 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 1.4
## 169 Sewell 08 2022-10-03 0.018867925 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 1.9
## 172 Pollard 10 2022-10-03 0.039382239 0.4
## 173 br. sud amont 01 2022-10-03 0.037487829 2.8
## 174 Morrison 06 2022-10-03 0.123465576 1.0
## 175 Malt 11 2022-10-03 0.001341682 0.4
## 176 Suggary 02 2022-10-03 0.008076358 0.3
## 177 Waugh sanct. 07 2022-10-03 0.057261843 1.3
## 178 Dempsey 12 2022-10-03 0.047244094 1.3
## 179 Branche sud aval 03 2022-10-03 0.027911970 1.6
## 180 Pok amont 04 2022-10-03 0.071280992 1.5
## 181 Branche sud aval 03 2022-11-01 0.089831566 2.6
## 182 Sewell 08 2022-11-01 0.018867925 5.4
## 183 Pok amont 04 2022-11-01 0.123465576 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 2.0
## 186 Pollard 10 2022-11-01 0.039382239 0.7
## 187 br. sud amont 01 2022-11-01 0.037487829 4.8
## 188 Morrison 06 2022-11-01 0.047244094 2.8
## 189 Malt 11 2022-11-01 0.001341682 1.5
## 190 Suggary 02 2022-11-01 0.008076358 0.7
## 191 Waugh sanct. 07 2022-11-01 0.057261843 1.6
## 192 Dempsey 12 2022-11-01 0.027911970 4.2ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la Turbidité et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Coupeablanc_vs_Turbidité_2
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Turbidity_NTU))## Station2 Date pctC_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.3383654 6.400
## 2 Morrison 06 2001-08-01 0.3916010 0.600
## 3 Malt 11 2001-08-01 0.3939882 1.600
## 4 Suggary 02 2001-08-01 0.3522727 0.700
## 5 Waugh sanct. 07 2001-08-01 0.4073359 1.200
## 6 Dempsey 12 2001-08-01 0.3592989 1.300
## 7 Branche sud aval 03 2001-08-01 0.2777975 0.500
## 8 Sewell 08 2001-08-01 0.3135135 1.500
## 9 Pok amont 04 2001-08-01 0.1466001 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 0.100
## 12 Pollard 10 2001-08-01 0.2511013 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 1.200
## 14 Pollard 10 2001-08-28 0.2511013 0.800
## 15 br. sud amont 01 2001-08-28 0.3383654 6.100
## 16 Morrison 06 2001-08-28 0.3916010 0.700
## 17 Malt 11 2001-08-28 0.3939882 0.500
## 18 Suggary 02 2001-08-28 0.3522727 3.500
## 19 Waugh sanct. 07 2001-08-28 0.4073359 1.000
## 20 Dempsey 12 2001-08-28 0.3592989 1.700
## 21 Branche sud aval 03 2001-08-28 0.2777975 0.900
## 22 Sewell 08 2001-08-28 0.3135135 6.500
## 23 Pok amont 04 2001-08-28 0.1466001 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 1.000
## 25 Pok amont 04 2001-09-26 0.1466001 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 1.200
## 28 Pollard 10 2001-09-26 0.2511013 1.150
## 29 br. sud amont 01 2001-09-26 0.3383654 44.800
## 30 Morrison 06 2001-09-26 0.3916010 0.900
## 31 Malt 11 2001-09-26 0.3939882 7.800
## 32 Suggary 02 2001-09-26 0.3522727 1.700
## 33 Waugh sanct. 07 2001-09-26 0.4073359 1.200
## 34 Dempsey 12 2001-09-26 0.3592989 1.500
## 35 Branche sud aval 03 2001-09-26 0.2777975 2.400
## 36 Sewell 08 2001-09-26 0.3135135 3.000
## 37 Sewell 08 2001-10-31 0.3135135 5.500
## 38 Pok amont 04 2001-10-31 0.1466001 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 1.000
## 40 Morrison 06 2001-10-31 0.3916010 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 1.400
## 42 Pollard 10 2001-10-31 0.2511013 0.600
## 43 br. sud amont 01 2001-10-31 0.3383654 1.100
## 44 Dempsey 12 2001-10-31 0.3592989 1.700
## 45 Malt 11 2001-10-31 0.3939882 0.800
## 46 Suggary 02 2001-10-31 0.3522727 2.050
## 47 Waugh sanct. 07 2001-10-31 0.4073359 1.200
## 48 Branche sud aval 03 2001-10-31 0.2777975 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 0.780
## 50 Branche sud aval 03 2002-07-29 0.2777975 1.170
## 51 Sewell 08 2002-07-29 0.3135135 4.960
## 52 Pok amont 04 2002-07-29 0.1466001 0.190
## 53 br. sud amont 01 2002-07-29 0.3383654 0.900
## 54 Morrison 06 2002-07-29 0.3916010 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 1.520
## 56 Pollard 10 2002-07-29 0.2511013 1.630
## 57 Waugh sanct. 07 2002-07-29 0.4073359 1.110
## 58 Dempsey 12 2002-07-29 0.3592989 1.970
## 59 Malt 11 2002-07-29 0.3939882 0.400
## 60 Suggary 02 2002-07-29 0.3522727 0.430
## 61 Pok amont 04 2002-08-28 0.1466001 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 1.320
## 63 Dempsey 12 2002-08-28 0.3592989 4.440
## 64 Branche sud aval 03 2002-08-28 0.2777975 1.150
## 65 Sewell 08 2002-08-28 0.3135135 2.960
## 66 Pollard 10 2002-08-28 0.2511013 0.950
## 67 br. sud amont 01 2002-08-28 0.3383654 0.570
## 68 Morrison 06 2002-08-28 0.3916010 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 1.340
## 70 Suggary 02 2002-08-28 0.3522727 0.820
## 71 Waugh sanct. 07 2002-08-28 0.4073359 1.510
## 72 Malt 11 2002-08-28 0.3939882 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 0.940
## 74 Sewell 08 2002-10-02 0.3135135 5.255
## 75 Pok amont 04 2002-10-02 0.1466001 0.280
## 76 Waugh sanct. 07 2002-10-02 0.4073359 1.280
## 77 Dempsey 12 2002-10-02 0.3592989 3.770
## 78 Branche sud aval 03 2002-10-02 0.2777975 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 2.110
## 80 Pollard 10 2002-10-02 0.2511013 0.690
## 81 br. sud amont 01 2002-10-02 0.3383654 0.740
## 82 Morrison 06 2002-10-02 0.3916010 0.770
## 83 Malt 11 2002-10-02 0.3939882 0.600
## 84 Suggary 02 2002-10-02 0.3522727 0.480
## 85 Pok amont 04 2002-10-31 0.1466001 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 0.870
## 87 Branche sud aval 03 2002-10-31 0.2777975 NaN
## 88 Sewell 08 2002-10-31 0.3135135 8.740
## 89 Suggary 02 2002-10-31 0.3522727 0.410
## 90 Waugh sanct. 07 2002-10-31 0.4073359 1.440
## 91 Dempsey 12 2002-10-31 0.3592989 2.880
## 92 Morrison 06 2002-10-31 0.3916010 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 1.500
## 94 Pollard 10 2002-10-31 0.2511013 1.060
## 95 br. sud amont 01 2002-10-31 0.3383654 1.220
## 96 Malt 11 2002-10-31 0.3939882 0.900subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Turbidity_NTU))## Station2 Date pctC_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.057261843 1.2
## 98 Dempsey 12 2021-07-28 0.047244094 1.6
## 99 Branche sud aval 03 2021-07-28 0.027911970 1.8
## 100 Sewell 08 2021-07-28 0.071280992 3.5
## 101 Waugh sanct. 07 2021-07-28 0.039382239 1.1
## 102 br. sud amont 01 2021-07-28 0.037487829 2.3
## 103 Morrison 06 2021-07-28 0.123465576 1.4
## 104 Malt 11 2021-07-28 0.006418919 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 1.9
## 106 Pollard 10 2021-07-28 0.018867925 1.2
## 107 Pok amont 04 2021-07-28 0.001341682 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 1.7
## 109 Malt 11 2021-08-31 0.018867925 0.5
## 110 Suggary 02 2021-08-31 0.008076358 0.7
## 111 Waugh sanct. 07 2021-08-31 0.057261843 1.1
## 112 Dempsey 12 2021-08-31 0.047244094 1.7
## 113 Branche sud aval 03 2021-08-31 0.027911970 1.7
## 114 Sewell 08 2021-08-31 0.071280992 3.0
## 115 Pollard 10 2021-08-31 0.039382239 1.7
## 116 br. sud amont 01 2021-08-31 0.037487829 5.6
## 117 Morrison 06 2021-08-31 0.123465576 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 3.2
## 120 Pok amont 04 2021-08-31 0.001341682 1.5
## 121 Suggary 02 2021-10-05 0.089831566 0.7
## 122 Morrison 06 2021-10-05 0.018867925 1.4
## 123 Malt 11 2021-10-05 0.001341682 0.9
## 124 Sewell 08 2021-10-05 0.008076358 4.2
## 125 Waugh sanct. 07 2021-10-05 0.057261843 1.2
## 126 Dempsey 12 2021-10-05 0.047244094 1.8
## 127 Branche sud aval 03 2021-10-05 0.027911970 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 1.8
## 129 Pollard 10 2021-10-05 0.039382239 1.8
## 130 br. sud amont 01 2021-10-05 0.037487829 3.7
## 131 Pok amont 04 2021-10-05 0.123465576 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 1.4
## 133 Malt 11 2021-10-28 0.006418919 0.5
## 134 Suggary 02 2021-10-28 0.089831566 0.2
## 135 br. sud amont 01 2021-10-28 0.018867925 1.9
## 136 Morrison 06 2021-10-28 0.047244094 0.6
## 137 Branche sud aval 03 2021-10-28 0.001341682 1.3
## 138 Sewell 08 2021-10-28 0.008076358 2.8
## 139 Waugh sanct. 07 2021-10-28 0.057261843 1.0
## 140 Dempsey 12 2021-10-28 0.037487829 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 1.4
## 143 Pollard 10 2021-10-28 0.039382239 0.8
## 144 Pok amont 04 2021-10-28 0.123465576 0.6
## 145 Pollard 10 2022-07-28 0.018867925 0.4
## 146 Morrison 06 2022-07-28 0.123465576 0.7
## 147 Malt 11 2022-07-28 0.006418919 0.4
## 148 Suggary 02 2022-07-28 0.089831566 0.5
## 149 br. sud amont 01 2022-07-28 0.057261843 2.7
## 150 Dempsey 12 2022-07-28 0.047244094 1.2
## 151 Branche sud aval 03 2022-07-28 0.001341682 2.1
## 152 Sewell 08 2022-07-28 0.008076358 1.8
## 153 Waugh sanct. 07 2022-07-28 0.039382239 1.0
## 154 Pok amont 04 2022-07-28 0.037487829 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 1.9
## 158 Pollard 10 2022-09-01 0.018867925 1.3
## 159 br. sud amont 01 2022-09-01 0.037487829 3.0
## 160 Morrison 06 2022-09-01 0.123465576 2.4
## 161 Malt 11 2022-09-01 0.006418919 0.5
## 162 Suggary 02 2022-09-01 0.008076358 0.7
## 163 Waugh sanct. 07 2022-09-01 0.057261843 1.8
## 164 Dempsey 12 2022-09-01 0.047244094 2.2
## 165 Branche sud aval 03 2022-09-01 0.001341682 1.9
## 166 Sewell 08 2022-09-01 0.071280992 2.6
## 167 Pok amont 04 2022-09-01 0.039382239 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 1.4
## 169 Sewell 08 2022-10-03 0.018867925 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 1.9
## 172 Pollard 10 2022-10-03 0.039382239 0.4
## 173 br. sud amont 01 2022-10-03 0.037487829 2.8
## 174 Morrison 06 2022-10-03 0.123465576 1.0
## 175 Malt 11 2022-10-03 0.001341682 0.4
## 176 Suggary 02 2022-10-03 0.008076358 0.3
## 177 Waugh sanct. 07 2022-10-03 0.057261843 1.3
## 178 Dempsey 12 2022-10-03 0.047244094 1.3
## 179 Branche sud aval 03 2022-10-03 0.027911970 1.6
## 180 Pok amont 04 2022-10-03 0.071280992 1.5
## 181 Branche sud aval 03 2022-11-01 0.089831566 2.6
## 182 Sewell 08 2022-11-01 0.018867925 5.4
## 183 Pok amont 04 2022-11-01 0.123465576 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 2.0
## 186 Pollard 10 2022-11-01 0.039382239 0.7
## 187 br. sud amont 01 2022-11-01 0.037487829 4.8
## 188 Morrison 06 2022-11-01 0.047244094 2.8
## 189 Malt 11 2022-11-01 0.001341682 1.5
## 190 Suggary 02 2022-11-01 0.008076358 0.7
## 191 Waugh sanct. 07 2022-11-01 0.057261843 1.6
## 192 Dempsey 12 2022-11-01 0.027911970 4.2ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la Turbidité et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Coupeablanc_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Colour_TCU))## Station2 Date pctC_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.3383654 5.0
## 2 Morrison 06 2001-08-01 0.3916010 10.0
## 3 Malt 11 2001-08-01 0.3939882 10.0
## 4 Suggary 02 2001-08-01 0.3522727 5.0
## 5 Waugh sanct. 07 2001-08-01 0.4073359 20.0
## 6 Dempsey 12 2001-08-01 0.3592989 15.0
## 7 Branche sud aval 03 2001-08-01 0.2777975 5.0
## 8 Sewell 08 2001-08-01 0.3135135 5.0
## 9 Pok amont 04 2001-08-01 0.1466001 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 5.0
## 12 Pollard 10 2001-08-01 0.2511013 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 5.0
## 14 Pollard 10 2001-08-28 0.2511013 5.0
## 15 br. sud amont 01 2001-08-28 0.3383654 5.0
## 16 Morrison 06 2001-08-28 0.3916010 5.0
## 17 Malt 11 2001-08-28 0.3939882 5.0
## 18 Suggary 02 2001-08-28 0.3522727 10.0
## 19 Waugh sanct. 07 2001-08-28 0.4073359 10.0
## 20 Dempsey 12 2001-08-28 0.3592989 15.0
## 21 Branche sud aval 03 2001-08-28 0.2777975 5.0
## 22 Sewell 08 2001-08-28 0.3135135 30.0
## 23 Pok amont 04 2001-08-28 0.1466001 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 5.0
## 25 Pok amont 04 2001-09-26 0.1466001 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 15.0
## 28 Pollard 10 2001-09-26 0.2511013 20.0
## 29 br. sud amont 01 2001-09-26 0.3383654 200.0
## 30 Morrison 06 2001-09-26 0.3916010 5.0
## 31 Malt 11 2001-09-26 0.3939882 20.0
## 32 Suggary 02 2001-09-26 0.3522727 5.0
## 33 Waugh sanct. 07 2001-09-26 0.4073359 10.0
## 34 Dempsey 12 2001-09-26 0.3592989 20.0
## 35 Branche sud aval 03 2001-09-26 0.2777975 10.0
## 36 Sewell 08 2001-09-26 0.3135135 30.0
## 37 Sewell 08 2001-10-31 0.3135135 80.0
## 38 Pok amont 04 2001-10-31 0.1466001 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 20.0
## 40 Morrison 06 2001-10-31 0.3916010 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 120.0
## 42 Pollard 10 2001-10-31 0.2511013 10.0
## 43 br. sud amont 01 2001-10-31 0.3383654 30.0
## 44 Dempsey 12 2001-10-31 0.3592989 30.0
## 45 Malt 11 2001-10-31 0.3939882 10.0
## 46 Suggary 02 2001-10-31 0.3522727 30.0
## 47 Waugh sanct. 07 2001-10-31 0.4073359 100.0
## 48 Branche sud aval 03 2001-10-31 0.2777975 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 10.0
## 50 Branche sud aval 03 2002-07-29 0.2777975 15.0
## 51 Sewell 08 2002-07-29 0.3135135 40.0
## 52 Pok amont 04 2002-07-29 0.1466001 5.0
## 53 br. sud amont 01 2002-07-29 0.3383654 15.0
## 54 Morrison 06 2002-07-29 0.3916010 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 80.0
## 56 Pollard 10 2002-07-29 0.2511013 10.0
## 57 Waugh sanct. 07 2002-07-29 0.4073359 40.0
## 58 Dempsey 12 2002-07-29 0.3592989 20.0
## 59 Malt 11 2002-07-29 0.3939882 5.0
## 60 Suggary 02 2002-07-29 0.3522727 5.0
## 61 Pok amont 04 2002-08-28 0.1466001 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 20.0
## 63 Dempsey 12 2002-08-28 0.3592989 40.0
## 64 Branche sud aval 03 2002-08-28 0.2777975 15.0
## 65 Sewell 08 2002-08-28 0.3135135 40.0
## 66 Pollard 10 2002-08-28 0.2511013 10.0
## 67 br. sud amont 01 2002-08-28 0.3383654 10.0
## 68 Morrison 06 2002-08-28 0.3916010 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 20.0
## 70 Suggary 02 2002-08-28 0.3522727 7.5
## 71 Waugh sanct. 07 2002-08-28 0.4073359 30.0
## 72 Malt 11 2002-08-28 0.3939882 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 5.0
## 74 Sewell 08 2002-10-02 0.3135135 60.0
## 75 Pok amont 04 2002-10-02 0.1466001 5.0
## 76 Waugh sanct. 07 2002-10-02 0.4073359 20.0
## 77 Dempsey 12 2002-10-02 0.3592989 20.0
## 78 Branche sud aval 03 2002-10-02 0.2777975 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 60.0
## 80 Pollard 10 2002-10-02 0.2511013 10.0
## 81 br. sud amont 01 2002-10-02 0.3383654 10.0
## 82 Morrison 06 2002-10-02 0.3916010 10.0
## 83 Malt 11 2002-10-02 0.3939882 5.0
## 84 Suggary 02 2002-10-02 0.3522727 5.0
## 85 Pok amont 04 2002-10-31 0.1466001 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 20.0
## 87 Branche sud aval 03 2002-10-31 0.2777975 NaN
## 88 Sewell 08 2002-10-31 0.3135135 60.0
## 89 Suggary 02 2002-10-31 0.3522727 5.0
## 90 Waugh sanct. 07 2002-10-31 0.4073359 60.0
## 91 Dempsey 12 2002-10-31 0.3592989 30.0
## 92 Morrison 06 2002-10-31 0.3916010 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 75.0
## 94 Pollard 10 2002-10-31 0.2511013 5.0
## 95 br. sud amont 01 2002-10-31 0.3383654 30.0
## 96 Malt 11 2002-10-31 0.3939882 15.0subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Colour_TCU))## Station2 Date pctC_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.057261843 8
## 98 Dempsey 12 2021-07-28 0.047244094 22
## 99 Branche sud aval 03 2021-07-28 0.027911970 19
## 100 Sewell 08 2021-07-28 0.071280992 34
## 101 Waugh sanct. 07 2021-07-28 0.039382239 27
## 102 br. sud amont 01 2021-07-28 0.037487829 15
## 103 Morrison 06 2021-07-28 0.123465576 14
## 104 Malt 11 2021-07-28 0.006418919 7
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 29
## 106 Pollard 10 2021-07-28 0.018867925 8
## 107 Pok amont 04 2021-07-28 0.001341682 11
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 9
## 109 Malt 11 2021-08-31 0.018867925 5
## 110 Suggary 02 2021-08-31 0.008076358 5
## 111 Waugh sanct. 07 2021-08-31 0.057261843 14
## 112 Dempsey 12 2021-08-31 0.047244094 14
## 113 Branche sud aval 03 2021-08-31 0.027911970 20
## 114 Sewell 08 2021-08-31 0.071280992 24
## 115 Pollard 10 2021-08-31 0.039382239 8
## 116 br. sud amont 01 2021-08-31 0.037487829 12
## 117 Morrison 06 2021-08-31 0.123465576 18
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 8
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 37
## 120 Pok amont 04 2021-08-31 0.001341682 10
## 121 Suggary 02 2021-10-05 0.089831566 8
## 122 Morrison 06 2021-10-05 0.018867925 22
## 123 Malt 11 2021-10-05 0.001341682 66
## 124 Sewell 08 2021-10-05 0.008076358 47
## 125 Waugh sanct. 07 2021-10-05 0.057261843 190
## 126 Dempsey 12 2021-10-05 0.047244094 55
## 127 Branche sud aval 03 2021-10-05 0.027911970 38
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 141
## 129 Pollard 10 2021-10-05 0.039382239 19
## 130 br. sud amont 01 2021-10-05 0.037487829 44
## 131 Pok amont 04 2021-10-05 0.123465576 21
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 33
## 133 Malt 11 2021-10-28 0.006418919 47
## 134 Suggary 02 2021-10-28 0.089831566 5
## 135 br. sud amont 01 2021-10-28 0.018867925 32
## 136 Morrison 06 2021-10-28 0.047244094 13
## 137 Branche sud aval 03 2021-10-28 0.001341682 22
## 138 Sewell 08 2021-10-28 0.008076358 43
## 139 Waugh sanct. 07 2021-10-28 0.057261843 130
## 140 Dempsey 12 2021-10-28 0.037487829 33
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 15
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 107
## 143 Pollard 10 2021-10-28 0.039382239 12
## 144 Pok amont 04 2021-10-28 0.123465576 13
## 145 Pollard 10 2022-07-28 0.018867925 5
## 146 Morrison 06 2022-07-28 0.123465576 7
## 147 Malt 11 2022-07-28 0.006418919 6
## 148 Suggary 02 2022-07-28 0.089831566 5
## 149 br. sud amont 01 2022-07-28 0.057261843 26
## 150 Dempsey 12 2022-07-28 0.047244094 16
## 151 Branche sud aval 03 2022-07-28 0.001341682 18
## 152 Sewell 08 2022-07-28 0.008076358 33
## 153 Waugh sanct. 07 2022-07-28 0.039382239 27
## 154 Pok amont 04 2022-07-28 0.037487829 7
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 5
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 15
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 48
## 158 Pollard 10 2022-09-01 0.018867925 23
## 159 br. sud amont 01 2022-09-01 0.037487829 23
## 160 Morrison 06 2022-09-01 0.123465576 15
## 161 Malt 11 2022-09-01 0.006418919 10
## 162 Suggary 02 2022-09-01 0.008076358 8
## 163 Waugh sanct. 07 2022-09-01 0.057261843 61
## 164 Dempsey 12 2022-09-01 0.047244094 21
## 165 Branche sud aval 03 2022-09-01 0.001341682 21
## 166 Sewell 08 2022-09-01 0.071280992 43
## 167 Pok amont 04 2022-09-01 0.039382239 14
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 41
## 169 Sewell 08 2022-10-03 0.018867925 71
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 8
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 130
## 172 Pollard 10 2022-10-03 0.039382239 10
## 173 br. sud amont 01 2022-10-03 0.037487829 20
## 174 Morrison 06 2022-10-03 0.123465576 10
## 175 Malt 11 2022-10-03 0.001341682 5
## 176 Suggary 02 2022-10-03 0.008076358 5
## 177 Waugh sanct. 07 2022-10-03 0.057261843 53
## 178 Dempsey 12 2022-10-03 0.047244094 16
## 179 Branche sud aval 03 2022-10-03 0.027911970 17
## 180 Pok amont 04 2022-10-03 0.071280992 12
## 181 Branche sud aval 03 2022-11-01 0.089831566 25
## 182 Sewell 08 2022-11-01 0.018867925 60
## 183 Pok amont 04 2022-11-01 0.123465576 11
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 21
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 148
## 186 Pollard 10 2022-11-01 0.039382239 11
## 187 br. sud amont 01 2022-11-01 0.037487829 42
## 188 Morrison 06 2022-11-01 0.047244094 13
## 189 Malt 11 2022-11-01 0.001341682 22
## 190 Suggary 02 2022-11-01 0.008076358 9
## 191 Waugh sanct. 07 2022-11-01 0.057261843 143
## 192 Dempsey 12 2022-11-01 0.027911970 28ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Coupeablanc_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctC_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.3383654
## 2 Morrison 06 2001-08-01 0.3916010
## 3 Malt 11 2001-08-01 0.3939882
## 4 Suggary 02 2001-08-01 0.3522727
## 5 Waugh sanct. 07 2001-08-01 0.4073359
## 6 Dempsey 12 2001-08-01 0.3592989
## 7 Branche sud aval 03 2001-08-01 0.2777975
## 8 Sewell 08 2001-08-01 0.3135135
## 9 Pok amont 04 2001-08-01 0.1466001
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415
## 11 McConnell Six Rd 05 2001-08-01 0.2245081
## 12 Pollard 10 2001-08-01 0.2511013
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415
## 14 Pollard 10 2001-08-28 0.2511013
## 15 br. sud amont 01 2001-08-28 0.3383654
## 16 Morrison 06 2001-08-28 0.3916010
## 17 Malt 11 2001-08-28 0.3939882
## 18 Suggary 02 2001-08-28 0.3522727
## 19 Waugh sanct. 07 2001-08-28 0.4073359
## 20 Dempsey 12 2001-08-28 0.3592989
## 21 Branche sud aval 03 2001-08-28 0.2777975
## 22 Sewell 08 2001-08-28 0.3135135
## 23 Pok amont 04 2001-08-28 0.1466001
## 24 McConnell Six Rd 05 2001-08-28 0.2245081
## 25 Pok amont 04 2001-09-26 0.1466001
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415
## 27 McConnell Six Rd 05 2001-09-26 0.2245081
## 28 Pollard 10 2001-09-26 0.2511013
## 29 br. sud amont 01 2001-09-26 0.3383654
## 30 Morrison 06 2001-09-26 0.3916010
## 31 Malt 11 2001-09-26 0.3939882
## 32 Suggary 02 2001-09-26 0.3522727
## 33 Waugh sanct. 07 2001-09-26 0.4073359
## 34 Dempsey 12 2001-09-26 0.3592989
## 35 Branche sud aval 03 2001-09-26 0.2777975
## 36 Sewell 08 2001-09-26 0.3135135
## 37 Sewell 08 2001-10-31 0.3135135
## 38 Pok amont 04 2001-10-31 0.1466001
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415
## 40 Morrison 06 2001-10-31 0.3916010
## 41 McConnell Six Rd 05 2001-10-31 0.2245081
## 42 Pollard 10 2001-10-31 0.2511013
## 43 br. sud amont 01 2001-10-31 0.3383654
## 44 Dempsey 12 2001-10-31 0.3592989
## 45 Malt 11 2001-10-31 0.3939882
## 46 Suggary 02 2001-10-31 0.3522727
## 47 Waugh sanct. 07 2001-10-31 0.4073359
## 48 Branche sud aval 03 2001-10-31 0.2777975
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415
## 50 Branche sud aval 03 2002-07-29 0.2777975
## 51 Sewell 08 2002-07-29 0.3135135
## 52 Pok amont 04 2002-07-29 0.1466001
## 53 br. sud amont 01 2002-07-29 0.3383654
## 54 Morrison 06 2002-07-29 0.3916010
## 55 McConnell Six Rd 05 2002-07-29 0.2245081
## 56 Pollard 10 2002-07-29 0.2511013
## 57 Waugh sanct. 07 2002-07-29 0.4073359
## 58 Dempsey 12 2002-07-29 0.3592989
## 59 Malt 11 2002-07-29 0.3939882
## 60 Suggary 02 2002-07-29 0.3522727
## 61 Pok amont 04 2002-08-28 0.1466001
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415
## 63 Dempsey 12 2002-08-28 0.3592989
## 64 Branche sud aval 03 2002-08-28 0.2777975
## 65 Sewell 08 2002-08-28 0.3135135
## 66 Pollard 10 2002-08-28 0.2511013
## 67 br. sud amont 01 2002-08-28 0.3383654
## 68 Morrison 06 2002-08-28 0.3916010
## 69 McConnell Six Rd 05 2002-08-28 0.2245081
## 70 Suggary 02 2002-08-28 0.3522727
## 71 Waugh sanct. 07 2002-08-28 0.4073359
## 72 Malt 11 2002-08-28 0.3939882
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415
## 74 Sewell 08 2002-10-02 0.3135135
## 75 Pok amont 04 2002-10-02 0.1466001
## 76 Waugh sanct. 07 2002-10-02 0.4073359
## 77 Dempsey 12 2002-10-02 0.3592989
## 78 Branche sud aval 03 2002-10-02 0.2777975
## 79 McConnell Six Rd 05 2002-10-02 0.2245081
## 80 Pollard 10 2002-10-02 0.2511013
## 81 br. sud amont 01 2002-10-02 0.3383654
## 82 Morrison 06 2002-10-02 0.3916010
## 83 Malt 11 2002-10-02 0.3939882
## 84 Suggary 02 2002-10-02 0.3522727
## 85 Pok amont 04 2002-10-31 0.1466001
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415
## 87 Branche sud aval 03 2002-10-31 0.2777975
## 88 Sewell 08 2002-10-31 0.3135135
## 89 Suggary 02 2002-10-31 0.3522727
## 90 Waugh sanct. 07 2002-10-31 0.4073359
## 91 Dempsey 12 2002-10-31 0.3592989
## 92 Morrison 06 2002-10-31 0.3916010
## 93 McConnell Six Rd 05 2002-10-31 0.2245081
## 94 Pollard 10 2002-10-31 0.2511013
## 95 br. sud amont 01 2002-10-31 0.3383654
## 96 Malt 11 2002-10-31 0.3939882
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctC_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.057261843
## 98 Dempsey 12 2021-07-28 0.047244094
## 99 Branche sud aval 03 2021-07-28 0.027911970
## 100 Sewell 08 2021-07-28 0.071280992
## 101 Waugh sanct. 07 2021-07-28 0.039382239
## 102 br. sud amont 01 2021-07-28 0.037487829
## 103 Morrison 06 2021-07-28 0.123465576
## 104 Malt 11 2021-07-28 0.006418919
## 105 McConnell Six Rd 05 2021-07-28 0.089831566
## 106 Pollard 10 2021-07-28 0.018867925
## 107 Pok amont 04 2021-07-28 0.001341682
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358
## 109 Malt 11 2021-08-31 0.018867925
## 110 Suggary 02 2021-08-31 0.008076358
## 111 Waugh sanct. 07 2021-08-31 0.057261843
## 112 Dempsey 12 2021-08-31 0.047244094
## 113 Branche sud aval 03 2021-08-31 0.027911970
## 114 Sewell 08 2021-08-31 0.071280992
## 115 Pollard 10 2021-08-31 0.039382239
## 116 br. sud amont 01 2021-08-31 0.037487829
## 117 Morrison 06 2021-08-31 0.123465576
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919
## 119 McConnell Six Rd 05 2021-08-31 0.089831566
## 120 Pok amont 04 2021-08-31 0.001341682
## 121 Suggary 02 2021-10-05 0.089831566
## 122 Morrison 06 2021-10-05 0.018867925
## 123 Malt 11 2021-10-05 0.001341682
## 124 Sewell 08 2021-10-05 0.008076358
## 125 Waugh sanct. 07 2021-10-05 0.057261843
## 126 Dempsey 12 2021-10-05 0.047244094
## 127 Branche sud aval 03 2021-10-05 0.027911970
## 128 McConnell Six Rd 05 2021-10-05 0.071280992
## 129 Pollard 10 2021-10-05 0.039382239
## 130 br. sud amont 01 2021-10-05 0.037487829
## 131 Pok amont 04 2021-10-05 0.123465576
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919
## 133 Malt 11 2021-10-28 0.006418919
## 134 Suggary 02 2021-10-28 0.089831566
## 135 br. sud amont 01 2021-10-28 0.018867925
## 136 Morrison 06 2021-10-28 0.047244094
## 137 Branche sud aval 03 2021-10-28 0.001341682
## 138 Sewell 08 2021-10-28 0.008076358
## 139 Waugh sanct. 07 2021-10-28 0.057261843
## 140 Dempsey 12 2021-10-28 0.037487829
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970
## 142 McConnell Six Rd 05 2021-10-28 0.071280992
## 143 Pollard 10 2021-10-28 0.039382239
## 144 Pok amont 04 2021-10-28 0.123465576
## 145 Pollard 10 2022-07-28 0.018867925
## 146 Morrison 06 2022-07-28 0.123465576
## 147 Malt 11 2022-07-28 0.006418919
## 148 Suggary 02 2022-07-28 0.089831566
## 149 br. sud amont 01 2022-07-28 0.057261843
## 150 Dempsey 12 2022-07-28 0.047244094
## 151 Branche sud aval 03 2022-07-28 0.001341682
## 152 Sewell 08 2022-07-28 0.008076358
## 153 Waugh sanct. 07 2022-07-28 0.039382239
## 154 Pok amont 04 2022-07-28 0.037487829
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970
## 156 McConnell Six Rd 05 2022-07-28 0.071280992
## 157 McConnell Six Rd 05 2022-09-01 0.089831566
## 158 Pollard 10 2022-09-01 0.018867925
## 159 br. sud amont 01 2022-09-01 0.037487829
## 160 Morrison 06 2022-09-01 0.123465576
## 161 Malt 11 2022-09-01 0.006418919
## 162 Suggary 02 2022-09-01 0.008076358
## 163 Waugh sanct. 07 2022-09-01 0.057261843
## 164 Dempsey 12 2022-09-01 0.047244094
## 165 Branche sud aval 03 2022-09-01 0.001341682
## 166 Sewell 08 2022-09-01 0.071280992
## 167 Pok amont 04 2022-09-01 0.039382239
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970
## 169 Sewell 08 2022-10-03 0.018867925
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919
## 171 McConnell Six Rd 05 2022-10-03 0.089831566
## 172 Pollard 10 2022-10-03 0.039382239
## 173 br. sud amont 01 2022-10-03 0.037487829
## 174 Morrison 06 2022-10-03 0.123465576
## 175 Malt 11 2022-10-03 0.001341682
## 176 Suggary 02 2022-10-03 0.008076358
## 177 Waugh sanct. 07 2022-10-03 0.057261843
## 178 Dempsey 12 2022-10-03 0.047244094
## 179 Branche sud aval 03 2022-10-03 0.027911970
## 180 Pok amont 04 2022-10-03 0.071280992
## 181 Branche sud aval 03 2022-11-01 0.089831566
## 182 Sewell 08 2022-11-01 0.018867925
## 183 Pok amont 04 2022-11-01 0.123465576
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919
## 185 McConnell Six Rd 05 2022-11-01 0.071280992
## 186 Pollard 10 2022-11-01 0.039382239
## 187 br. sud amont 01 2022-11-01 0.037487829
## 188 Morrison 06 2022-11-01 0.047244094
## 189 Malt 11 2022-11-01 0.001341682
## 190 Suggary 02 2022-11-01 0.008076358
## 191 Waugh sanct. 07 2022-11-01 0.057261843
## 192 Dempsey 12 2022-11-01 0.027911970
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la COT et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Coupeablanc_vs_Coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctC_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.3383654 10
## 2 Morrison 06 2001-08-01 0.3916010 80
## 3 Malt 11 2001-08-01 0.3939882 30
## 4 Suggary 02 2001-08-01 0.3522727 10
## 5 Waugh sanct. 07 2001-08-01 0.4073359 270
## 6 Dempsey 12 2001-08-01 0.3592989 50
## 7 Branche sud aval 03 2001-08-01 0.2777975 10
## 8 Sewell 08 2001-08-01 0.3135135 20
## 9 Pok amont 04 2001-08-01 0.1466001 10
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 10
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 30
## 12 Pollard 10 2001-08-01 0.2511013 110
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 10
## 14 Pollard 10 2001-08-28 0.2511013 50
## 15 br. sud amont 01 2001-08-28 0.3383654 120
## 16 Morrison 06 2001-08-28 0.3916010 90
## 17 Malt 11 2001-08-28 0.3939882 20
## 18 Suggary 02 2001-08-28 0.3522727 80
## 19 Waugh sanct. 07 2001-08-28 0.4073359 430
## 20 Dempsey 12 2001-08-28 0.3592989 20
## 21 Branche sud aval 03 2001-08-28 0.2777975 110
## 22 Sewell 08 2001-08-28 0.3135135 210
## 23 Pok amont 04 2001-08-28 0.1466001 10
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 250
## 25 Pok amont 04 2001-09-26 0.1466001 530
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 830
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 120
## 28 Pollard 10 2001-09-26 0.2511013 1240
## 29 br. sud amont 01 2001-09-26 0.3383654 2000
## 30 Morrison 06 2001-09-26 0.3916010 220
## 31 Malt 11 2001-09-26 0.3939882 150
## 32 Suggary 02 2001-09-26 0.3522727 150
## 33 Waugh sanct. 07 2001-09-26 0.4073359 590
## 34 Dempsey 12 2001-09-26 0.3592989 150
## 35 Branche sud aval 03 2001-09-26 0.2777975 660
## 36 Sewell 08 2001-09-26 0.3135135 190
## 37 Sewell 08 2001-10-31 0.3135135 140
## 38 Pok amont 04 2001-10-31 0.1466001 20
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 10
## 40 Morrison 06 2001-10-31 0.3916010 10
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 310
## 42 Pollard 10 2001-10-31 0.2511013 50
## 43 br. sud amont 01 2001-10-31 0.3383654 20
## 44 Dempsey 12 2001-10-31 0.3592989 10
## 45 Malt 11 2001-10-31 0.3939882 100
## 46 Suggary 02 2001-10-31 0.3522727 30
## 47 Waugh sanct. 07 2001-10-31 0.4073359 480
## 48 Branche sud aval 03 2001-10-31 0.2777975 30
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 10
## 50 Branche sud aval 03 2002-07-29 0.2777975 30
## 51 Sewell 08 2002-07-29 0.3135135 60
## 52 Pok amont 04 2002-07-29 0.1466001 10
## 53 br. sud amont 01 2002-07-29 0.3383654 20
## 54 Morrison 06 2002-07-29 0.3916010 10
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 10
## 56 Pollard 10 2002-07-29 0.2511013 660
## 57 Waugh sanct. 07 2002-07-29 0.4073359 80
## 58 Dempsey 12 2002-07-29 0.3592989 25
## 59 Malt 11 2002-07-29 0.3939882 10
## 60 Suggary 02 2002-07-29 0.3522727 10
## 61 Pok amont 04 2002-08-28 0.1466001 30
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 10
## 63 Dempsey 12 2002-08-28 0.3592989 10
## 64 Branche sud aval 03 2002-08-28 0.2777975 20
## 65 Sewell 08 2002-08-28 0.3135135 10
## 66 Pollard 10 2002-08-28 0.2511013 180
## 67 br. sud amont 01 2002-08-28 0.3383654 80
## 68 Morrison 06 2002-08-28 0.3916010 20
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 310
## 70 Suggary 02 2002-08-28 0.3522727 15
## 71 Waugh sanct. 07 2002-08-28 0.4073359 410
## 72 Malt 11 2002-08-28 0.3939882 30
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 10
## 74 Sewell 08 2002-10-02 0.3135135 25
## 75 Pok amont 04 2002-10-02 0.1466001 10
## 76 Waugh sanct. 07 2002-10-02 0.4073359 700
## 77 Dempsey 12 2002-10-02 0.3592989 30
## 78 Branche sud aval 03 2002-10-02 0.2777975 40
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 150
## 80 Pollard 10 2002-10-02 0.2511013 10
## 81 br. sud amont 01 2002-10-02 0.3383654 20
## 82 Morrison 06 2002-10-02 0.3916010 10
## 83 Malt 11 2002-10-02 0.3939882 90
## 84 Suggary 02 2002-10-02 0.3522727 20
## 85 Pok amont 04 2002-10-31 0.1466001 10
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 10
## 87 Branche sud aval 03 2002-10-31 0.2777975 10
## 88 Sewell 08 2002-10-31 0.3135135 10
## 89 Suggary 02 2002-10-31 0.3522727 50
## 90 Waugh sanct. 07 2002-10-31 0.4073359 40
## 91 Dempsey 12 2002-10-31 0.3592989 10
## 92 Morrison 06 2002-10-31 0.3916010 10
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 30
## 94 Pollard 10 2002-10-31 0.2511013 10
## 95 br. sud amont 01 2002-10-31 0.3383654 10
## 96 Malt 11 2002-10-31 0.3939882 10subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctC_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.057261843 20.0
## 98 Dempsey 12 2021-07-28 0.047244094 52.0
## 99 Branche sud aval 03 2021-07-28 0.027911970 74.0
## 100 Sewell 08 2021-07-28 0.071280992 98.0
## 101 Waugh sanct. 07 2021-07-28 0.039382239 52.0
## 102 br. sud amont 01 2021-07-28 0.037487829 75.0
## 103 Morrison 06 2021-07-28 0.123465576 30.0
## 104 Malt 11 2021-07-28 0.006418919 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 75.0
## 106 Pollard 10 2021-07-28 0.018867925 98.0
## 107 Pok amont 04 2021-07-28 0.001341682 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 20.0
## 109 Malt 11 2021-08-31 0.018867925 39.3
## 110 Suggary 02 2021-08-31 0.008076358 235.9
## 111 Waugh sanct. 07 2021-08-31 0.057261843 68.3
## 112 Dempsey 12 2021-08-31 0.047244094 49.6
## 113 Branche sud aval 03 2021-08-31 0.027911970 54.5
## 114 Sewell 08 2021-08-31 0.071280992 148.3
## 115 Pollard 10 2021-08-31 0.039382239 117.8
## 116 br. sud amont 01 2021-08-31 0.037487829 72.7
## 117 Morrison 06 2021-08-31 0.123465576 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 70.3
## 120 Pok amont 04 2021-08-31 0.001341682 15.6
## 121 Suggary 02 2021-10-05 0.089831566 41.7
## 122 Morrison 06 2021-10-05 0.018867925 24.6
## 123 Malt 11 2021-10-05 0.001341682 47.1
## 124 Sewell 08 2021-10-05 0.008076358 135.4
## 125 Waugh sanct. 07 2021-10-05 0.057261843 29.5
## 126 Dempsey 12 2021-10-05 0.047244094 54.8
## 127 Branche sud aval 03 2021-10-05 0.027911970 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 95.9
## 129 Pollard 10 2021-10-05 0.039382239 62.7
## 130 br. sud amont 01 2021-10-05 0.037487829 35.5
## 131 Pok amont 04 2021-10-05 0.123465576 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 27.5
## 133 Malt 11 2021-10-28 0.006418919 16.0
## 134 Suggary 02 2021-10-28 0.089831566 7.4
## 135 br. sud amont 01 2021-10-28 0.018867925 19.9
## 136 Morrison 06 2021-10-28 0.047244094 12.1
## 137 Branche sud aval 03 2021-10-28 0.001341682 39.9
## 138 Sewell 08 2021-10-28 0.008076358 48.1
## 139 Waugh sanct. 07 2021-10-28 0.057261843 38.4
## 140 Dempsey 12 2021-10-28 0.037487829 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 29.5
## 143 Pollard 10 2021-10-28 0.039382239 34.5
## 144 Pok amont 04 2021-10-28 0.123465576 14.6
## 145 Pollard 10 2022-07-28 0.018867925 57.6
## 146 Morrison 06 2022-07-28 0.123465576 133.4
## 147 Malt 11 2022-07-28 0.006418919 70.3
## 148 Suggary 02 2022-07-28 0.089831566 27.5
## 149 br. sud amont 01 2022-07-28 0.057261843 32.7
## 150 Dempsey 12 2022-07-28 0.047244094 41.7
## 151 Branche sud aval 03 2022-07-28 0.001341682 59.8
## 152 Sewell 08 2022-07-28 0.008076358 90.6
## 153 Waugh sanct. 07 2022-07-28 0.039382239 93.3
## 154 Pok amont 04 2022-07-28 0.037487829 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 82.0
## 158 Pollard 10 2022-09-01 0.018867925 1046.2
## 159 br. sud amont 01 2022-09-01 0.037487829 114.5
## 160 Morrison 06 2022-09-01 0.123465576 686.7
## 161 Malt 11 2022-09-01 0.006418919 69.1
## 162 Suggary 02 2022-09-01 0.008076358 40.2
## 163 Waugh sanct. 07 2022-09-01 0.057261843 88.0
## 164 Dempsey 12 2022-09-01 0.047244094 248.1
## 165 Branche sud aval 03 2022-09-01 0.001341682 70.3
## 166 Sewell 08 2022-09-01 0.071280992 172.2
## 167 Pok amont 04 2022-09-01 0.039382239 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 121.1
## 169 Sewell 08 2022-10-03 0.018867925 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 59.1
## 172 Pollard 10 2022-10-03 0.039382239 24.1
## 173 br. sud amont 01 2022-10-03 0.037487829 57.6
## 174 Morrison 06 2022-10-03 0.123465576 47.4
## 175 Malt 11 2022-10-03 0.001341682 5.2
## 176 Suggary 02 2022-10-03 0.008076358 9.7
## 177 Waugh sanct. 07 2022-10-03 0.057261843 65.7
## 178 Dempsey 12 2022-10-03 0.047244094 48.0
## 179 Branche sud aval 03 2022-10-03 0.027911970 13.4
## 180 Pok amont 04 2022-10-03 0.071280992 8.4
## 181 Branche sud aval 03 2022-11-01 0.089831566 24.6
## 182 Sewell 08 2022-11-01 0.018867925 115.3
## 183 Pok amont 04 2022-11-01 0.123465576 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 72.3
## 186 Pollard 10 2022-11-01 0.039382239 20.3
## 187 br. sud amont 01 2022-11-01 0.037487829 37.3
## 188 Morrison 06 2022-11-01 0.047244094 39.9
## 189 Malt 11 2022-11-01 0.001341682 45.0
## 190 Suggary 02 2022-11-01 0.008076358 8.5
## 191 Waugh sanct. 07 2022-11-01 0.057261843 249.5
## 192 Dempsey 12 2022-11-01 0.027911970 53.8ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=E.coli_MPN_100.mL,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=E.coli_MPN_100.mL,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le coliforme et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Coupeablanc_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctC_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.3383654 0.0080
## 2 Morrison 06 2001-08-01 0.3916010 0.0080
## 3 Malt 11 2001-08-01 0.3939882 0.0110
## 4 Suggary 02 2001-08-01 0.3522727 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.4073359 0.0150
## 6 Dempsey 12 2001-08-01 0.3592989 0.0140
## 7 Branche sud aval 03 2001-08-01 0.2777975 0.0080
## 8 Sewell 08 2001-08-01 0.3135135 0.0110
## 9 Pok amont 04 2001-08-01 0.1466001 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 0.0160
## 12 Pollard 10 2001-08-01 0.2511013 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 0.0070
## 14 Pollard 10 2001-08-28 0.2511013 0.0170
## 15 br. sud amont 01 2001-08-28 0.3383654 0.0060
## 16 Morrison 06 2001-08-28 0.3916010 0.0080
## 17 Malt 11 2001-08-28 0.3939882 0.0080
## 18 Suggary 02 2001-08-28 0.3522727 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.4073359 0.0090
## 20 Dempsey 12 2001-08-28 0.3592989 0.0110
## 21 Branche sud aval 03 2001-08-28 0.2777975 0.0070
## 22 Sewell 08 2001-08-28 0.3135135 0.0170
## 23 Pok amont 04 2001-08-28 0.1466001 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 0.0130
## 25 Pok amont 04 2001-09-26 0.1466001 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 0.0130
## 28 Pollard 10 2001-09-26 0.2511013 0.0155
## 29 br. sud amont 01 2001-09-26 0.3383654 0.0130
## 30 Morrison 06 2001-09-26 0.3916010 0.0080
## 31 Malt 11 2001-09-26 0.3939882 0.0120
## 32 Suggary 02 2001-09-26 0.3522727 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.4073359 0.0140
## 34 Dempsey 12 2001-09-26 0.3592989 0.0190
## 35 Branche sud aval 03 2001-09-26 0.2777975 0.0090
## 36 Sewell 08 2001-09-26 0.3135135 0.0120
## 37 Sewell 08 2001-10-31 0.3135135 0.0120
## 38 Pok amont 04 2001-10-31 0.1466001 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 0.0050
## 40 Morrison 06 2001-10-31 0.3916010 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 0.0110
## 42 Pollard 10 2001-10-31 0.2511013 0.0080
## 43 br. sud amont 01 2001-10-31 0.3383654 0.0050
## 44 Dempsey 12 2001-10-31 0.3592989 0.0090
## 45 Malt 11 2001-10-31 0.3939882 0.0070
## 46 Suggary 02 2001-10-31 0.3522727 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.4073359 0.0120
## 48 Branche sud aval 03 2001-10-31 0.2777975 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 0.0050
## 50 Branche sud aval 03 2002-07-29 0.2777975 0.0070
## 51 Sewell 08 2002-07-29 0.3135135 0.0200
## 52 Pok amont 04 2002-07-29 0.1466001 0.0060
## 53 br. sud amont 01 2002-07-29 0.3383654 0.0060
## 54 Morrison 06 2002-07-29 0.3916010 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 0.0130
## 56 Pollard 10 2002-07-29 0.2511013 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.4073359 0.0120
## 58 Dempsey 12 2002-07-29 0.3592989 0.0100
## 59 Malt 11 2002-07-29 0.3939882 0.0090
## 60 Suggary 02 2002-07-29 0.3522727 0.0070
## 61 Pok amont 04 2002-08-28 0.1466001 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 0.0090
## 63 Dempsey 12 2002-08-28 0.3592989 0.0130
## 64 Branche sud aval 03 2002-08-28 0.2777975 0.0080
## 65 Sewell 08 2002-08-28 0.3135135 0.0100
## 66 Pollard 10 2002-08-28 0.2511013 0.0160
## 67 br. sud amont 01 2002-08-28 0.3383654 0.0070
## 68 Morrison 06 2002-08-28 0.3916010 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 0.0140
## 70 Suggary 02 2002-08-28 0.3522727 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.4073359 0.0130
## 72 Malt 11 2002-08-28 0.3939882 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 0.0070
## 74 Sewell 08 2002-10-02 0.3135135 0.0155
## 75 Pok amont 04 2002-10-02 0.1466001 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.4073359 0.0090
## 77 Dempsey 12 2002-10-02 0.3592989 0.0120
## 78 Branche sud aval 03 2002-10-02 0.2777975 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 0.0110
## 80 Pollard 10 2002-10-02 0.2511013 0.0110
## 81 br. sud amont 01 2002-10-02 0.3383654 0.0050
## 82 Morrison 06 2002-10-02 0.3916010 0.0050
## 83 Malt 11 2002-10-02 0.3939882 0.0080
## 84 Suggary 02 2002-10-02 0.3522727 0.0070
## 85 Pok amont 04 2002-10-31 0.1466001 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 0.0050
## 87 Branche sud aval 03 2002-10-31 0.2777975 0.0050
## 88 Sewell 08 2002-10-31 0.3135135 0.0130
## 89 Suggary 02 2002-10-31 0.3522727 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.4073359 0.0080
## 91 Dempsey 12 2002-10-31 0.3592989 0.0080
## 92 Morrison 06 2002-10-31 0.3916010 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 0.0090
## 94 Pollard 10 2002-10-31 0.2511013 0.0060
## 95 br. sud amont 01 2002-10-31 0.3383654 0.0065
## 96 Malt 11 2002-10-31 0.3939882 0.0050subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctC_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.057261843 0.018
## 98 Dempsey 12 2021-07-28 0.047244094 0.024
## 99 Branche sud aval 03 2021-07-28 0.027911970 0.022
## 100 Sewell 08 2021-07-28 0.071280992 0.028
## 101 Waugh sanct. 07 2021-07-28 0.039382239 0.017
## 102 br. sud amont 01 2021-07-28 0.037487829 0.016
## 103 Morrison 06 2021-07-28 0.123465576 0.019
## 104 Malt 11 2021-07-28 0.006418919 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 0.026
## 106 Pollard 10 2021-07-28 0.018867925 0.051
## 107 Pok amont 04 2021-07-28 0.001341682 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 0.014
## 109 Malt 11 2021-08-31 0.018867925 0.005
## 110 Suggary 02 2021-08-31 0.008076358 0.011
## 111 Waugh sanct. 07 2021-08-31 0.057261843 0.006
## 112 Dempsey 12 2021-08-31 0.047244094 0.014
## 113 Branche sud aval 03 2021-08-31 0.027911970 0.009
## 114 Sewell 08 2021-08-31 0.071280992 0.015
## 115 Pollard 10 2021-08-31 0.039382239 0.073
## 116 br. sud amont 01 2021-08-31 0.037487829 0.016
## 117 Morrison 06 2021-08-31 0.123465576 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 0.029
## 120 Pok amont 04 2021-08-31 0.001341682 0.008
## 121 Suggary 02 2021-10-05 0.089831566 0.007
## 122 Morrison 06 2021-10-05 0.018867925 0.010
## 123 Malt 11 2021-10-05 0.001341682 0.012
## 124 Sewell 08 2021-10-05 0.008076358 0.024
## 125 Waugh sanct. 07 2021-10-05 0.057261843 0.019
## 126 Dempsey 12 2021-10-05 0.047244094 0.018
## 127 Branche sud aval 03 2021-10-05 0.027911970 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 0.025
## 129 Pollard 10 2021-10-05 0.039382239 0.037
## 130 br. sud amont 01 2021-10-05 0.037487829 0.019
## 131 Pok amont 04 2021-10-05 0.123465576 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 0.011
## 133 Malt 11 2021-10-28 0.006418919 0.009
## 134 Suggary 02 2021-10-28 0.089831566 0.009
## 135 br. sud amont 01 2021-10-28 0.018867925 0.013
## 136 Morrison 06 2021-10-28 0.047244094 0.011
## 137 Branche sud aval 03 2021-10-28 0.001341682 0.022
## 138 Sewell 08 2021-10-28 0.008076358 0.020
## 139 Waugh sanct. 07 2021-10-28 0.057261843 0.018
## 140 Dempsey 12 2021-10-28 0.037487829 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 0.018
## 143 Pollard 10 2021-10-28 0.039382239 0.033
## 144 Pok amont 04 2021-10-28 0.123465576 0.013
## 145 Pollard 10 2022-07-28 0.018867925 0.034
## 146 Morrison 06 2022-07-28 0.123465576 0.014
## 147 Malt 11 2022-07-28 0.006418919 0.008
## 148 Suggary 02 2022-07-28 0.089831566 0.009
## 149 br. sud amont 01 2022-07-28 0.057261843 0.016
## 150 Dempsey 12 2022-07-28 0.047244094 0.017
## 151 Branche sud aval 03 2022-07-28 0.001341682 0.013
## 152 Sewell 08 2022-07-28 0.008076358 0.019
## 153 Waugh sanct. 07 2022-07-28 0.039382239 0.011
## 154 Pok amont 04 2022-07-28 0.037487829 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 0.024
## 158 Pollard 10 2022-09-01 0.018867925 0.075
## 159 br. sud amont 01 2022-09-01 0.037487829 0.015
## 160 Morrison 06 2022-09-01 0.123465576 0.021
## 161 Malt 11 2022-09-01 0.006418919 0.008
## 162 Suggary 02 2022-09-01 0.008076358 0.010
## 163 Waugh sanct. 07 2022-09-01 0.057261843 0.021
## 164 Dempsey 12 2022-09-01 0.047244094 0.021
## 165 Branche sud aval 03 2022-09-01 0.001341682 0.016
## 166 Sewell 08 2022-09-01 0.071280992 0.019
## 167 Pok amont 04 2022-09-01 0.039382239 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 0.012
## 169 Sewell 08 2022-10-03 0.018867925 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 0.022
## 172 Pollard 10 2022-10-03 0.039382239 0.049
## 173 br. sud amont 01 2022-10-03 0.037487829 0.016
## 174 Morrison 06 2022-10-03 0.123465576 0.014
## 175 Malt 11 2022-10-03 0.001341682 0.007
## 176 Suggary 02 2022-10-03 0.008076358 0.005
## 177 Waugh sanct. 07 2022-10-03 0.057261843 0.013
## 178 Dempsey 12 2022-10-03 0.047244094 0.013
## 179 Branche sud aval 03 2022-10-03 0.027911970 0.009
## 180 Pok amont 04 2022-10-03 0.071280992 0.013
## 181 Branche sud aval 03 2022-11-01 0.089831566 0.013
## 182 Sewell 08 2022-11-01 0.018867925 0.021
## 183 Pok amont 04 2022-11-01 0.123465576 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 0.020
## 186 Pollard 10 2022-11-01 0.039382239 0.041
## 187 br. sud amont 01 2022-11-01 0.037487829 0.020
## 188 Morrison 06 2022-11-01 0.047244094 0.018
## 189 Malt 11 2022-11-01 0.001341682 0.009
## 190 Suggary 02 2022-11-01 0.008076358 0.010
## 191 Waugh sanct. 07 2022-11-01 0.057261843 0.017
## 192 Dempsey 12 2022-11-01 0.027911970 0.021ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Coupeablanc_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctC_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctC_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.3383654 0.0500
## 2 Morrison 06 2001-08-01 0.3916010 0.0940
## 3 Malt 11 2001-08-01 0.3939882 0.0500
## 4 Suggary 02 2001-08-01 0.3522727 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.4073359 0.0500
## 6 Dempsey 12 2001-08-01 0.3592989 0.0500
## 7 Branche sud aval 03 2001-08-01 0.2777975 0.0500
## 8 Sewell 08 2001-08-01 0.3135135 0.1360
## 9 Pok amont 04 2001-08-01 0.1466001 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.4726415 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.2245081 0.2510
## 12 Pollard 10 2001-08-01 0.2511013 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.4726415 0.0500
## 14 Pollard 10 2001-08-28 0.2511013 0.3010
## 15 br. sud amont 01 2001-08-28 0.3383654 0.0500
## 16 Morrison 06 2001-08-28 0.3916010 0.0910
## 17 Malt 11 2001-08-28 0.3939882 0.0500
## 18 Suggary 02 2001-08-28 0.3522727 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.4073359 0.0500
## 20 Dempsey 12 2001-08-28 0.3592989 0.0500
## 21 Branche sud aval 03 2001-08-28 0.2777975 0.0500
## 22 Sewell 08 2001-08-28 0.3135135 0.1330
## 23 Pok amont 04 2001-08-28 0.1466001 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.2245081 0.2810
## 25 Pok amont 04 2001-09-26 0.1466001 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.4726415 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.2245081 0.2110
## 28 Pollard 10 2001-09-26 0.2511013 0.1845
## 29 br. sud amont 01 2001-09-26 0.3383654 0.0770
## 30 Morrison 06 2001-09-26 0.3916010 0.0500
## 31 Malt 11 2001-09-26 0.3939882 0.0500
## 32 Suggary 02 2001-09-26 0.3522727 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.4073359 0.0500
## 34 Dempsey 12 2001-09-26 0.3592989 0.0500
## 35 Branche sud aval 03 2001-09-26 0.2777975 0.0500
## 36 Sewell 08 2001-09-26 0.3135135 0.0500
## 37 Sewell 08 2001-10-31 0.3135135 0.0500
## 38 Pok amont 04 2001-10-31 0.1466001 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.4726415 0.0500
## 40 Morrison 06 2001-10-31 0.3916010 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.2245081 0.0500
## 42 Pollard 10 2001-10-31 0.2511013 0.2300
## 43 br. sud amont 01 2001-10-31 0.3383654 0.0500
## 44 Dempsey 12 2001-10-31 0.3592989 0.0500
## 45 Malt 11 2001-10-31 0.3939882 0.0500
## 46 Suggary 02 2001-10-31 0.3522727 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.4073359 0.0500
## 48 Branche sud aval 03 2001-10-31 0.2777975 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.4726415 0.0500
## 50 Branche sud aval 03 2002-07-29 0.2777975 0.0500
## 51 Sewell 08 2002-07-29 0.3135135 0.2200
## 52 Pok amont 04 2002-07-29 0.1466001 0.0700
## 53 br. sud amont 01 2002-07-29 0.3383654 0.0500
## 54 Morrison 06 2002-07-29 0.3916010 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.2245081 0.2800
## 56 Pollard 10 2002-07-29 0.2511013 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.4073359 0.0500
## 58 Dempsey 12 2002-07-29 0.3592989 0.0500
## 59 Malt 11 2002-07-29 0.3939882 0.0500
## 60 Suggary 02 2002-07-29 0.3522727 0.1900
## 61 Pok amont 04 2002-08-28 0.1466001 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.4726415 0.0500
## 63 Dempsey 12 2002-08-28 0.3592989 0.0500
## 64 Branche sud aval 03 2002-08-28 0.2777975 0.0500
## 65 Sewell 08 2002-08-28 0.3135135 0.0500
## 66 Pollard 10 2002-08-28 0.2511013 0.1800
## 67 br. sud amont 01 2002-08-28 0.3383654 0.0500
## 68 Morrison 06 2002-08-28 0.3916010 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.2245081 0.3000
## 70 Suggary 02 2002-08-28 0.3522727 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.4073359 0.0500
## 72 Malt 11 2002-08-28 0.3939882 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.4726415 0.0500
## 74 Sewell 08 2002-10-02 0.3135135 0.0500
## 75 Pok amont 04 2002-10-02 0.1466001 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.4073359 0.0500
## 77 Dempsey 12 2002-10-02 0.3592989 0.0500
## 78 Branche sud aval 03 2002-10-02 0.2777975 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.2245081 0.1900
## 80 Pollard 10 2002-10-02 0.2511013 0.1300
## 81 br. sud amont 01 2002-10-02 0.3383654 0.0500
## 82 Morrison 06 2002-10-02 0.3916010 0.0500
## 83 Malt 11 2002-10-02 0.3939882 0.0500
## 84 Suggary 02 2002-10-02 0.3522727 0.1300
## 85 Pok amont 04 2002-10-31 0.1466001 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.4726415 0.0500
## 87 Branche sud aval 03 2002-10-31 0.2777975 0.0500
## 88 Sewell 08 2002-10-31 0.3135135 0.2300
## 89 Suggary 02 2002-10-31 0.3522727 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.4073359 0.0800
## 91 Dempsey 12 2002-10-31 0.3592989 0.0500
## 92 Morrison 06 2002-10-31 0.3916010 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.2245081 0.2200
## 94 Pollard 10 2002-10-31 0.2511013 0.1900
## 95 br. sud amont 01 2002-10-31 0.3383654 0.0500
## 96 Malt 11 2002-10-31 0.3939882 0.1300subset(Period2, select=c(Station2, Date, pctC_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctC_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.057261843 0.11
## 98 Dempsey 12 2021-07-28 0.047244094 0.08
## 99 Branche sud aval 03 2021-07-28 0.027911970 0.05
## 100 Sewell 08 2021-07-28 0.071280992 0.17
## 101 Waugh sanct. 07 2021-07-28 0.039382239 0.06
## 102 br. sud amont 01 2021-07-28 0.037487829 0.08
## 103 Morrison 06 2021-07-28 0.123465576 0.05
## 104 Malt 11 2021-07-28 0.006418919 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.089831566 0.21
## 106 Pollard 10 2021-07-28 0.018867925 0.40
## 107 Pok amont 04 2021-07-28 0.001341682 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.008076358 0.18
## 109 Malt 11 2021-08-31 0.018867925 0.06
## 110 Suggary 02 2021-08-31 0.008076358 0.12
## 111 Waugh sanct. 07 2021-08-31 0.057261843 0.05
## 112 Dempsey 12 2021-08-31 0.047244094 0.08
## 113 Branche sud aval 03 2021-08-31 0.027911970 0.06
## 114 Sewell 08 2021-08-31 0.071280992 0.12
## 115 Pollard 10 2021-08-31 0.039382239 0.32
## 116 br. sud amont 01 2021-08-31 0.037487829 0.05
## 117 Morrison 06 2021-08-31 0.123465576 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.006418919 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.089831566 0.21
## 120 Pok amont 04 2021-08-31 0.001341682 0.10
## 121 Suggary 02 2021-10-05 0.089831566 0.17
## 122 Morrison 06 2021-10-05 0.018867925 0.06
## 123 Malt 11 2021-10-05 0.001341682 0.12
## 124 Sewell 08 2021-10-05 0.008076358 0.13
## 125 Waugh sanct. 07 2021-10-05 0.057261843 0.05
## 126 Dempsey 12 2021-10-05 0.047244094 0.09
## 127 Branche sud aval 03 2021-10-05 0.027911970 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.071280992 0.33
## 129 Pollard 10 2021-10-05 0.039382239 0.38
## 130 br. sud amont 01 2021-10-05 0.037487829 0.05
## 131 Pok amont 04 2021-10-05 0.123465576 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.006418919 0.22
## 133 Malt 11 2021-10-28 0.006418919 0.07
## 134 Suggary 02 2021-10-28 0.089831566 0.15
## 135 br. sud amont 01 2021-10-28 0.018867925 0.05
## 136 Morrison 06 2021-10-28 0.047244094 0.08
## 137 Branche sud aval 03 2021-10-28 0.001341682 0.07
## 138 Sewell 08 2021-10-28 0.008076358 0.14
## 139 Waugh sanct. 07 2021-10-28 0.057261843 0.05
## 140 Dempsey 12 2021-10-28 0.037487829 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.027911970 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.071280992 0.36
## 143 Pollard 10 2021-10-28 0.039382239 0.38
## 144 Pok amont 04 2021-10-28 0.123465576 0.13
## 145 Pollard 10 2022-07-28 0.018867925 0.40
## 146 Morrison 06 2022-07-28 0.123465576 0.08
## 147 Malt 11 2022-07-28 0.006418919 0.06
## 148 Suggary 02 2022-07-28 0.089831566 0.11
## 149 br. sud amont 01 2022-07-28 0.057261843 0.05
## 150 Dempsey 12 2022-07-28 0.047244094 0.11
## 151 Branche sud aval 03 2022-07-28 0.001341682 0.07
## 152 Sewell 08 2022-07-28 0.008076358 0.17
## 153 Waugh sanct. 07 2022-07-28 0.039382239 0.05
## 154 Pok amont 04 2022-07-28 0.037487829 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.027911970 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.071280992 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.089831566 0.26
## 158 Pollard 10 2022-09-01 0.018867925 0.53
## 159 br. sud amont 01 2022-09-01 0.037487829 0.05
## 160 Morrison 06 2022-09-01 0.123465576 0.06
## 161 Malt 11 2022-09-01 0.006418919 0.10
## 162 Suggary 02 2022-09-01 0.008076358 0.13
## 163 Waugh sanct. 07 2022-09-01 0.057261843 0.10
## 164 Dempsey 12 2022-09-01 0.047244094 0.15
## 165 Branche sud aval 03 2022-09-01 0.001341682 0.06
## 166 Sewell 08 2022-09-01 0.071280992 0.17
## 167 Pok amont 04 2022-09-01 0.039382239 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.027911970 0.12
## 169 Sewell 08 2022-10-03 0.018867925 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.006418919 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.089831566 0.27
## 172 Pollard 10 2022-10-03 0.039382239 0.50
## 173 br. sud amont 01 2022-10-03 0.037487829 0.06
## 174 Morrison 06 2022-10-03 0.123465576 0.05
## 175 Malt 11 2022-10-03 0.001341682 0.06
## 176 Suggary 02 2022-10-03 0.008076358 0.15
## 177 Waugh sanct. 07 2022-10-03 0.057261843 0.09
## 178 Dempsey 12 2022-10-03 0.047244094 0.09
## 179 Branche sud aval 03 2022-10-03 0.027911970 0.05
## 180 Pok amont 04 2022-10-03 0.071280992 0.05
## 181 Branche sud aval 03 2022-11-01 0.089831566 0.05
## 182 Sewell 08 2022-11-01 0.018867925 0.15
## 183 Pok amont 04 2022-11-01 0.123465576 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.006418919 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.071280992 0.25
## 186 Pollard 10 2022-11-01 0.039382239 0.54
## 187 br. sud amont 01 2022-11-01 0.037487829 0.07
## 188 Morrison 06 2022-11-01 0.047244094 0.09
## 189 Malt 11 2022-11-01 0.001341682 0.07
## 190 Suggary 02 2022-11-01 0.008076358 0.16
## 191 Waugh sanct. 07 2022-11-01 0.057261843 0.06
## 192 Dempsey 12 2022-11-01 0.027911970 0.11ggplot() +
geom_point(data=Period1, aes(x=pctC_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctC_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctC_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctC_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les coupes à blanc",
x=" Les coupes à blanc (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
c: superficie boisé
# Crée la variable pourcentage
Period1$pctB_supdrainee_1990 = Period1$B_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctB_supdrainee_2020 = Period1$B_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvBoisé_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctB_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.00000000 11.5
## 2 Morrison 06 2001-08-01 0.02152231 10.2
## 3 Malt 11 2001-08-01 0.00000000 25.2
## 4 Suggary 02 2001-08-01 0.00000000 14.4
## 5 Waugh sanct. 07 2001-08-01 0.00000000 10.8
## 6 Dempsey 12 2001-08-01 0.00000000 20.4
## 7 Branche sud aval 03 2001-08-01 0.18484255 13.5
## 8 Sewell 08 2001-08-01 0.00000000 12.8
## 9 Pok amont 04 2001-08-01 0.49407361 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 9.0
## 12 Pollard 10 2001-08-01 0.00000000 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 9.3
## 14 Pollard 10 2001-08-28 0.00000000 12.0
## 15 br. sud amont 01 2001-08-28 0.00000000 10.0
## 16 Morrison 06 2001-08-28 0.02152231 NaN
## 17 Malt 11 2001-08-28 0.00000000 8.8
## 18 Suggary 02 2001-08-28 0.00000000 13.0
## 19 Waugh sanct. 07 2001-08-28 0.00000000 10.6
## 20 Dempsey 12 2001-08-28 0.00000000 13.5
## 21 Branche sud aval 03 2001-08-28 0.18484255 11.5
## 22 Sewell 08 2001-08-28 0.00000000 13.5
## 23 Pok amont 04 2001-08-28 0.49407361 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 10.9
## 25 Pok amont 04 2001-09-26 0.49407361 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 11.8
## 28 Pollard 10 2001-09-26 0.00000000 12.7
## 29 br. sud amont 01 2001-09-26 0.00000000 11.5
## 30 Morrison 06 2001-09-26 0.02152231 11.2
## 31 Malt 11 2001-09-26 0.00000000 9.3
## 32 Suggary 02 2001-09-26 0.00000000 12.9
## 33 Waugh sanct. 07 2001-09-26 0.00000000 10.4
## 34 Dempsey 12 2001-09-26 0.00000000 13.4
## 35 Branche sud aval 03 2001-09-26 0.18484255 12.0
## 36 Sewell 08 2001-09-26 0.00000000 12.9
## 37 Sewell 08 2001-10-31 0.00000000 1.4
## 38 Pok amont 04 2001-10-31 0.49407361 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 3.0
## 40 Morrison 06 2001-10-31 0.02152231 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 2.1
## 42 Pollard 10 2001-10-31 0.00000000 3.3
## 43 br. sud amont 01 2001-10-31 0.00000000 2.7
## 44 Dempsey 12 2001-10-31 0.00000000 3.9
## 45 Malt 11 2001-10-31 0.00000000 4.8
## 46 Suggary 02 2001-10-31 0.00000000 2.1
## 47 Waugh sanct. 07 2001-10-31 0.00000000 2.7
## 48 Branche sud aval 03 2001-10-31 0.18484255 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 17.5
## 50 Branche sud aval 03 2002-07-29 0.18484255 15.7
## 51 Sewell 08 2002-07-29 0.00000000 16.8
## 52 Pok amont 04 2002-07-29 0.49407361 13.3
## 53 br. sud amont 01 2002-07-29 0.00000000 14.7
## 54 Morrison 06 2002-07-29 0.02152231 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 17.4
## 56 Pollard 10 2002-07-29 0.00000000 17.0
## 57 Waugh sanct. 07 2002-07-29 0.00000000 16.4
## 58 Dempsey 12 2002-07-29 0.00000000 15.6
## 59 Malt 11 2002-07-29 0.00000000 14.9
## 60 Suggary 02 2002-07-29 0.00000000 17.9
## 61 Pok amont 04 2002-08-28 0.49407361 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 10.2
## 63 Dempsey 12 2002-08-28 0.00000000 13.2
## 64 Branche sud aval 03 2002-08-28 0.18484255 11.3
## 65 Sewell 08 2002-08-28 0.00000000 13.1
## 66 Pollard 10 2002-08-28 0.00000000 11.1
## 67 br. sud amont 01 2002-08-28 0.00000000 11.1
## 68 Morrison 06 2002-08-28 0.02152231 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 12.9
## 70 Suggary 02 2002-08-28 0.00000000 10.6
## 71 Waugh sanct. 07 2002-08-28 0.00000000 10.1
## 72 Malt 11 2002-08-28 0.00000000 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 10.7
## 74 Sewell 08 2002-10-02 0.00000000 12.7
## 75 Pok amont 04 2002-10-02 0.49407361 7.8
## 76 Waugh sanct. 07 2002-10-02 0.00000000 10.7
## 77 Dempsey 12 2002-10-02 0.00000000 11.1
## 78 Branche sud aval 03 2002-10-02 0.18484255 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 12.9
## 80 Pollard 10 2002-10-02 0.00000000 10.8
## 81 br. sud amont 01 2002-10-02 0.00000000 11.0
## 82 Morrison 06 2002-10-02 0.02152231 10.5
## 83 Malt 11 2002-10-02 0.00000000 7.8
## 84 Suggary 02 2002-10-02 0.00000000 10.3
## 85 Pok amont 04 2002-10-31 0.49407361 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 2.7
## 87 Branche sud aval 03 2002-10-31 0.18484255 NaN
## 88 Sewell 08 2002-10-31 0.00000000 1.6
## 89 Suggary 02 2002-10-31 0.00000000 2.7
## 90 Waugh sanct. 07 2002-10-31 0.00000000 2.7
## 91 Dempsey 12 2002-10-31 0.00000000 3.3
## 92 Morrison 06 2002-10-31 0.02152231 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 2.3
## 94 Pollard 10 2002-10-31 0.00000000 2.7
## 95 br. sud amont 01 2002-10-31 0.00000000 2.5
## 96 Malt 11 2002-10-31 0.00000000 4.4subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctB_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.000000000 11.5
## 98 Dempsey 12 2021-07-28 0.017322835 16.1
## 99 Branche sud aval 03 2021-07-28 0.000000000 15.5
## 100 Sewell 08 2021-07-28 0.000000000 14.2
## 101 Waugh sanct. 07 2021-07-28 0.000000000 12.1
## 102 br. sud amont 01 2021-07-28 0.000000000 14.0
## 103 Morrison 06 2021-07-28 0.121775485 15.7
## 104 Malt 11 2021-07-28 0.000000000 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 16.9
## 106 Pollard 10 2021-07-28 0.001886792 14.6
## 107 Pok amont 04 2021-07-28 0.000000000 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 11.9
## 109 Malt 11 2021-08-31 0.001886792 12.0
## 110 Suggary 02 2021-08-31 0.000000000 11.0
## 111 Waugh sanct. 07 2021-08-31 0.000000000 12.8
## 112 Dempsey 12 2021-08-31 0.017322835 15.0
## 113 Branche sud aval 03 2021-08-31 0.000000000 15.0
## 114 Sewell 08 2021-08-31 0.000000000 14.6
## 115 Pollard 10 2021-08-31 0.000000000 15.7
## 116 br. sud amont 01 2021-08-31 0.000000000 13.7
## 117 Morrison 06 2021-08-31 0.121775485 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 16.4
## 120 Pok amont 04 2021-08-31 0.000000000 10.8
## 121 Suggary 02 2021-10-05 0.379288833 6.3
## 122 Morrison 06 2021-10-05 0.001886792 7.0
## 123 Malt 11 2021-10-05 0.000000000 8.5
## 124 Sewell 08 2021-10-05 0.000000000 8.0
## 125 Waugh sanct. 07 2021-10-05 0.000000000 9.0
## 126 Dempsey 12 2021-10-05 0.017322835 8.7
## 127 Branche sud aval 03 2021-10-05 0.000000000 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 7.9
## 129 Pollard 10 2021-10-05 0.000000000 8.7
## 130 br. sud amont 01 2021-10-05 0.000000000 7.3
## 131 Pok amont 04 2021-10-05 0.121775485 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 6.4
## 133 Malt 11 2021-10-28 0.000000000 7.1
## 134 Suggary 02 2021-10-28 0.379288833 6.7
## 135 br. sud amont 01 2021-10-28 0.001886792 7.0
## 136 Morrison 06 2021-10-28 0.017322835 6.4
## 137 Branche sud aval 03 2021-10-28 0.000000000 6.7
## 138 Sewell 08 2021-10-28 0.000000000 7.4
## 139 Waugh sanct. 07 2021-10-28 0.000000000 7.3
## 140 Dempsey 12 2021-10-28 0.000000000 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 7.2
## 143 Pollard 10 2021-10-28 0.000000000 7.5
## 144 Pok amont 04 2021-10-28 0.121775485 7.2
## 145 Pollard 10 2022-07-28 0.001886792 14.2
## 146 Morrison 06 2022-07-28 0.121775485 13.3
## 147 Malt 11 2022-07-28 0.000000000 12.9
## 148 Suggary 02 2022-07-28 0.379288833 11.4
## 149 br. sud amont 01 2022-07-28 0.000000000 14.9
## 150 Dempsey 12 2022-07-28 0.017322835 15.3
## 151 Branche sud aval 03 2022-07-28 0.000000000 15.5
## 152 Sewell 08 2022-07-28 0.000000000 15.1
## 153 Waugh sanct. 07 2022-07-28 0.000000000 13.1
## 154 Pok amont 04 2022-07-28 0.000000000 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 16.2
## 158 Pollard 10 2022-09-01 0.001886792 15.1
## 159 br. sud amont 01 2022-09-01 0.000000000 14.8
## 160 Morrison 06 2022-09-01 0.121775485 15.0
## 161 Malt 11 2022-09-01 0.000000000 12.3
## 162 Suggary 02 2022-09-01 0.000000000 11.9
## 163 Waugh sanct. 07 2022-09-01 0.000000000 14.0
## 164 Dempsey 12 2022-09-01 0.017322835 15.0
## 165 Branche sud aval 03 2022-09-01 0.000000000 16.2
## 166 Sewell 08 2022-09-01 0.000000000 15.9
## 167 Pok amont 04 2022-09-01 0.000000000 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 12.9
## 169 Sewell 08 2022-10-03 0.001886792 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 6.5
## 172 Pollard 10 2022-10-03 0.000000000 6.5
## 173 br. sud amont 01 2022-10-03 0.000000000 5.6
## 174 Morrison 06 2022-10-03 0.121775485 4.7
## 175 Malt 11 2022-10-03 0.000000000 7.9
## 176 Suggary 02 2022-10-03 0.000000000 4.5
## 177 Waugh sanct. 07 2022-10-03 0.000000000 6.3
## 178 Dempsey 12 2022-10-03 0.017322835 6.0
## 179 Branche sud aval 03 2022-10-03 0.000000000 6.2
## 180 Pok amont 04 2022-10-03 0.000000000 6.5
## 181 Branche sud aval 03 2022-11-01 0.379288833 6.5
## 182 Sewell 08 2022-11-01 0.001886792 7.1
## 183 Pok amont 04 2022-11-01 0.121775485 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 7.4
## 186 Pollard 10 2022-11-01 0.000000000 8.0
## 187 br. sud amont 01 2022-11-01 0.000000000 7.0
## 188 Morrison 06 2022-11-01 0.017322835 5.9
## 189 Malt 11 2022-11-01 0.000000000 7.6
## 190 Suggary 02 2022-11-01 0.000000000 6.5
## 191 Waugh sanct. 07 2022-11-01 0.000000000 7.3
## 192 Dempsey 12 2022-11-01 0.000000000 7.8ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Boisé_vs_oxygène
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctB_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.00000000 11.30
## 2 Morrison 06 2001-08-01 0.02152231 10.60
## 3 Malt 11 2001-08-01 0.00000000 11.80
## 4 Suggary 02 2001-08-01 0.00000000 10.50
## 5 Waugh sanct. 07 2001-08-01 0.00000000 10.40
## 6 Dempsey 12 2001-08-01 0.00000000 8.10
## 7 Branche sud aval 03 2001-08-01 0.18484255 11.00
## 8 Sewell 08 2001-08-01 0.00000000 11.10
## 9 Pok amont 04 2001-08-01 0.49407361 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 12.10
## 12 Pollard 10 2001-08-01 0.00000000 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 10.60
## 14 Pollard 10 2001-08-28 0.00000000 9.60
## 15 br. sud amont 01 2001-08-28 0.00000000 10.12
## 16 Morrison 06 2001-08-28 0.02152231 NaN
## 17 Malt 11 2001-08-28 0.00000000 10.60
## 18 Suggary 02 2001-08-28 0.00000000 9.45
## 19 Waugh sanct. 07 2001-08-28 0.00000000 10.00
## 20 Dempsey 12 2001-08-28 0.00000000 8.80
## 21 Branche sud aval 03 2001-08-28 0.18484255 10.00
## 22 Sewell 08 2001-08-28 0.00000000 9.40
## 23 Pok amont 04 2001-08-28 0.49407361 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 10.00
## 25 Pok amont 04 2001-09-26 0.49407361 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 8.51
## 28 Pollard 10 2001-09-26 0.00000000 8.40
## 29 br. sud amont 01 2001-09-26 0.00000000 8.50
## 30 Morrison 06 2001-09-26 0.02152231 8.60
## 31 Malt 11 2001-09-26 0.00000000 9.00
## 32 Suggary 02 2001-09-26 0.00000000 8.44
## 33 Waugh sanct. 07 2001-09-26 0.00000000 8.62
## 34 Dempsey 12 2001-09-26 0.00000000 8.30
## 35 Branche sud aval 03 2001-09-26 0.18484255 9.20
## 36 Sewell 08 2001-09-26 0.00000000 7.92
## 37 Sewell 08 2001-10-31 0.00000000 7.70
## 38 Pok amont 04 2001-10-31 0.49407361 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 9.46
## 40 Morrison 06 2001-10-31 0.02152231 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 8.70
## 42 Pollard 10 2001-10-31 0.00000000 8.85
## 43 br. sud amont 01 2001-10-31 0.00000000 7.80
## 44 Dempsey 12 2001-10-31 0.00000000 8.43
## 45 Malt 11 2001-10-31 0.00000000 9.20
## 46 Suggary 02 2001-10-31 0.00000000 7.30
## 47 Waugh sanct. 07 2001-10-31 0.00000000 8.00
## 48 Branche sud aval 03 2001-10-31 0.18484255 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 8.01
## 50 Branche sud aval 03 2002-07-29 0.18484255 8.50
## 51 Sewell 08 2002-07-29 0.00000000 7.60
## 52 Pok amont 04 2002-07-29 0.49407361 8.17
## 53 br. sud amont 01 2002-07-29 0.00000000 8.65
## 54 Morrison 06 2002-07-29 0.02152231 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 7.10
## 56 Pollard 10 2002-07-29 0.00000000 7.45
## 57 Waugh sanct. 07 2002-07-29 0.00000000 7.90
## 58 Dempsey 12 2002-07-29 0.00000000 8.30
## 59 Malt 11 2002-07-29 0.00000000 8.90
## 60 Suggary 02 2002-07-29 0.00000000 8.20
## 61 Pok amont 04 2002-08-28 0.49407361 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 9.46
## 63 Dempsey 12 2002-08-28 0.00000000 8.20
## 64 Branche sud aval 03 2002-08-28 0.18484255 10.41
## 65 Sewell 08 2002-08-28 0.00000000 9.80
## 66 Pollard 10 2002-08-28 0.00000000 9.02
## 67 br. sud amont 01 2002-08-28 0.00000000 10.20
## 68 Morrison 06 2002-08-28 0.02152231 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 11.05
## 70 Suggary 02 2002-08-28 0.00000000 11.24
## 71 Waugh sanct. 07 2002-08-28 0.00000000 10.00
## 72 Malt 11 2002-08-28 0.00000000 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 4.42
## 74 Sewell 08 2002-10-02 0.00000000 6.84
## 75 Pok amont 04 2002-10-02 0.49407361 7.20
## 76 Waugh sanct. 07 2002-10-02 0.00000000 6.10
## 77 Dempsey 12 2002-10-02 0.00000000 5.70
## 78 Branche sud aval 03 2002-10-02 0.18484255 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 7.49
## 80 Pollard 10 2002-10-02 0.00000000 6.80
## 81 br. sud amont 01 2002-10-02 0.00000000 7.16
## 82 Morrison 06 2002-10-02 0.02152231 7.60
## 83 Malt 11 2002-10-02 0.00000000 6.40
## 84 Suggary 02 2002-10-02 0.00000000 8.08
## 85 Pok amont 04 2002-10-31 0.49407361 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 8.50
## 87 Branche sud aval 03 2002-10-31 0.18484255 NaN
## 88 Sewell 08 2002-10-31 0.00000000 8.30
## 89 Suggary 02 2002-10-31 0.00000000 8.60
## 90 Waugh sanct. 07 2002-10-31 0.00000000 7.00
## 91 Dempsey 12 2002-10-31 0.00000000 7.40
## 92 Morrison 06 2002-10-31 0.02152231 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 7.60
## 94 Pollard 10 2002-10-31 0.00000000 7.60
## 95 br. sud amont 01 2002-10-31 0.00000000 8.20
## 96 Malt 11 2002-10-31 0.00000000 8.00subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctB_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.000000000 9.68
## 98 Dempsey 12 2021-07-28 0.017322835 9.38
## 99 Branche sud aval 03 2021-07-28 0.000000000 8.51
## 100 Sewell 08 2021-07-28 0.000000000 9.29
## 101 Waugh sanct. 07 2021-07-28 0.000000000 9.84
## 102 br. sud amont 01 2021-07-28 0.000000000 8.43
## 103 Morrison 06 2021-07-28 0.121775485 9.04
## 104 Malt 11 2021-07-28 0.000000000 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 8.70
## 106 Pollard 10 2021-07-28 0.001886792 9.81
## 107 Pok amont 04 2021-07-28 0.000000000 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 10.29
## 109 Malt 11 2021-08-31 0.001886792 11.07
## 110 Suggary 02 2021-08-31 0.000000000 10.16
## 111 Waugh sanct. 07 2021-08-31 0.000000000 10.03
## 112 Dempsey 12 2021-08-31 0.017322835 9.51
## 113 Branche sud aval 03 2021-08-31 0.000000000 8.83
## 114 Sewell 08 2021-08-31 0.000000000 8.18
## 115 Pollard 10 2021-08-31 0.000000000 8.15
## 116 br. sud amont 01 2021-08-31 0.000000000 7.94
## 117 Morrison 06 2021-08-31 0.121775485 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 8.54
## 120 Pok amont 04 2021-08-31 0.000000000 8.70
## 121 Suggary 02 2021-10-05 0.379288833 12.14
## 122 Morrison 06 2021-10-05 0.001886792 11.19
## 123 Malt 11 2021-10-05 0.000000000 10.27
## 124 Sewell 08 2021-10-05 0.000000000 11.17
## 125 Waugh sanct. 07 2021-10-05 0.000000000 10.42
## 126 Dempsey 12 2021-10-05 0.017322835 10.86
## 127 Branche sud aval 03 2021-10-05 0.000000000 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 10.87
## 129 Pollard 10 2021-10-05 0.000000000 11.29
## 130 br. sud amont 01 2021-10-05 0.000000000 10.74
## 131 Pok amont 04 2021-10-05 0.121775485 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 11.40
## 133 Malt 11 2021-10-28 0.000000000 10.50
## 134 Suggary 02 2021-10-28 0.379288833 11.68
## 135 br. sud amont 01 2021-10-28 0.001886792 10.93
## 136 Morrison 06 2021-10-28 0.017322835 11.66
## 137 Branche sud aval 03 2021-10-28 0.000000000 11.22
## 138 Sewell 08 2021-10-28 0.000000000 11.44
## 139 Waugh sanct. 07 2021-10-28 0.000000000 10.96
## 140 Dempsey 12 2021-10-28 0.000000000 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 10.41
## 143 Pollard 10 2021-10-28 0.000000000 10.54
## 144 Pok amont 04 2021-10-28 0.121775485 10.80
## 145 Pollard 10 2022-07-28 0.001886792 10.75
## 146 Morrison 06 2022-07-28 0.121775485 10.00
## 147 Malt 11 2022-07-28 0.000000000 11.60
## 148 Suggary 02 2022-07-28 0.379288833 11.40
## 149 br. sud amont 01 2022-07-28 0.000000000 8.64
## 150 Dempsey 12 2022-07-28 0.017322835 9.34
## 151 Branche sud aval 03 2022-07-28 0.000000000 9.55
## 152 Sewell 08 2022-07-28 0.000000000 9.50
## 153 Waugh sanct. 07 2022-07-28 0.000000000 9.90
## 154 Pok amont 04 2022-07-28 0.000000000 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 9.19
## 158 Pollard 10 2022-09-01 0.001886792 10.25
## 159 br. sud amont 01 2022-09-01 0.000000000 8.28
## 160 Morrison 06 2022-09-01 0.121775485 9.52
## 161 Malt 11 2022-09-01 0.000000000 11.08
## 162 Suggary 02 2022-09-01 0.000000000 10.24
## 163 Waugh sanct. 07 2022-09-01 0.000000000 9.22
## 164 Dempsey 12 2022-09-01 0.017322835 9.44
## 165 Branche sud aval 03 2022-09-01 0.000000000 8.95
## 166 Sewell 08 2022-09-01 0.000000000 9.02
## 167 Pok amont 04 2022-09-01 0.000000000 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 10.06
## 169 Sewell 08 2022-10-03 0.001886792 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 12.20
## 172 Pollard 10 2022-10-03 0.000000000 13.04
## 173 br. sud amont 01 2022-10-03 0.000000000 11.04
## 174 Morrison 06 2022-10-03 0.121775485 12.92
## 175 Malt 11 2022-10-03 0.000000000 12.67
## 176 Suggary 02 2022-10-03 0.000000000 13.13
## 177 Waugh sanct. 07 2022-10-03 0.000000000 12.07
## 178 Dempsey 12 2022-10-03 0.017322835 11.87
## 179 Branche sud aval 03 2022-10-03 0.000000000 12.21
## 180 Pok amont 04 2022-10-03 0.000000000 10.04
## 181 Branche sud aval 03 2022-11-01 0.379288833 12.07
## 182 Sewell 08 2022-11-01 0.001886792 12.13
## 183 Pok amont 04 2022-11-01 0.121775485 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 11.17
## 186 Pollard 10 2022-11-01 0.000000000 10.85
## 187 br. sud amont 01 2022-11-01 0.000000000 11.78
## 188 Morrison 06 2022-11-01 0.017322835 12.66
## 189 Malt 11 2022-11-01 0.000000000 11.63
## 190 Suggary 02 2022-11-01 0.000000000 12.35
## 191 Waugh sanct. 07 2022-11-01 0.000000000 9.42
## 192 Dempsey 12 2022-11-01 0.000000000 11.07ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Boisé_vs_conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctB_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.00000000 171.0
## 2 Morrison 06 2001-08-01 0.02152231 114.0
## 3 Malt 11 2001-08-01 0.00000000 108.0
## 4 Suggary 02 2001-08-01 0.00000000 118.0
## 5 Waugh sanct. 07 2001-08-01 0.00000000 133.0
## 6 Dempsey 12 2001-08-01 0.00000000 128.0
## 7 Branche sud aval 03 2001-08-01 0.18484255 115.0
## 8 Sewell 08 2001-08-01 0.00000000 134.0
## 9 Pok amont 04 2001-08-01 0.49407361 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 100.0
## 12 Pollard 10 2001-08-01 0.00000000 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 105.0
## 14 Pollard 10 2001-08-28 0.00000000 162.0
## 15 br. sud amont 01 2001-08-28 0.00000000 177.0
## 16 Morrison 06 2001-08-28 0.02152231 115.0
## 17 Malt 11 2001-08-28 0.00000000 90.3
## 18 Suggary 02 2001-08-28 0.00000000 119.0
## 19 Waugh sanct. 07 2001-08-28 0.00000000 132.0
## 20 Dempsey 12 2001-08-28 0.00000000 129.0
## 21 Branche sud aval 03 2001-08-28 0.18484255 113.0
## 22 Sewell 08 2001-08-28 0.00000000 150.0
## 23 Pok amont 04 2001-08-28 0.49407361 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 112.0
## 25 Pok amont 04 2001-09-26 0.49407361 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 111.0
## 28 Pollard 10 2001-09-26 0.00000000 153.5
## 29 br. sud amont 01 2001-09-26 0.00000000 158.0
## 30 Morrison 06 2001-09-26 0.02152231 117.0
## 31 Malt 11 2001-09-26 0.00000000 97.7
## 32 Suggary 02 2001-09-26 0.00000000 139.0
## 33 Waugh sanct. 07 2001-09-26 0.00000000 136.0
## 34 Dempsey 12 2001-09-26 0.00000000 137.0
## 35 Branche sud aval 03 2001-09-26 0.18484255 123.0
## 36 Sewell 08 2001-09-26 0.00000000 173.0
## 37 Sewell 08 2001-10-31 0.00000000 111.0
## 38 Pok amont 04 2001-10-31 0.49407361 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 112.0
## 40 Morrison 06 2001-10-31 0.02152231 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 87.2
## 42 Pollard 10 2001-10-31 0.00000000 164.0
## 43 br. sud amont 01 2001-10-31 0.00000000 162.0
## 44 Dempsey 12 2001-10-31 0.00000000 128.0
## 45 Malt 11 2001-10-31 0.00000000 98.8
## 46 Suggary 02 2001-10-31 0.00000000 120.0
## 47 Waugh sanct. 07 2001-10-31 0.00000000 102.0
## 48 Branche sud aval 03 2001-10-31 0.18484255 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 112.0
## 50 Branche sud aval 03 2002-07-29 0.18484255 116.0
## 51 Sewell 08 2002-07-29 0.00000000 139.0
## 52 Pok amont 04 2002-07-29 0.49407361 57.1
## 53 br. sud amont 01 2002-07-29 0.00000000 148.0
## 54 Morrison 06 2002-07-29 0.02152231 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 105.0
## 56 Pollard 10 2002-07-29 0.00000000 162.0
## 57 Waugh sanct. 07 2002-07-29 0.00000000 133.0
## 58 Dempsey 12 2002-07-29 0.00000000 143.0
## 59 Malt 11 2002-07-29 0.00000000 96.6
## 60 Suggary 02 2002-07-29 0.00000000 110.0
## 61 Pok amont 04 2002-08-28 0.49407361 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 115.0
## 63 Dempsey 12 2002-08-28 0.00000000 144.0
## 64 Branche sud aval 03 2002-08-28 0.18484255 121.0
## 65 Sewell 08 2002-08-28 0.00000000 168.0
## 66 Pollard 10 2002-08-28 0.00000000 164.0
## 67 br. sud amont 01 2002-08-28 0.00000000 185.0
## 68 Morrison 06 2002-08-28 0.02152231 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 111.0
## 70 Suggary 02 2002-08-28 0.00000000 110.5
## 71 Waugh sanct. 07 2002-08-28 0.00000000 135.0
## 72 Malt 11 2002-08-28 0.00000000 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 120.0
## 74 Sewell 08 2002-10-02 0.00000000 158.0
## 75 Pok amont 04 2002-10-02 0.49407361 69.4
## 76 Waugh sanct. 07 2002-10-02 0.00000000 148.0
## 77 Dempsey 12 2002-10-02 0.00000000 145.0
## 78 Branche sud aval 03 2002-10-02 0.18484255 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 108.0
## 80 Pollard 10 2002-10-02 0.00000000 176.0
## 81 br. sud amont 01 2002-10-02 0.00000000 194.0
## 82 Morrison 06 2002-10-02 0.02152231 128.0
## 83 Malt 11 2002-10-02 0.00000000 106.0
## 84 Suggary 02 2002-10-02 0.00000000 114.0
## 85 Pok amont 04 2002-10-31 0.49407361 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 122.0
## 87 Branche sud aval 03 2002-10-31 0.18484255 126.0
## 88 Sewell 08 2002-10-31 0.00000000 120.0
## 89 Suggary 02 2002-10-31 0.00000000 118.0
## 90 Waugh sanct. 07 2002-10-31 0.00000000 129.0
## 91 Dempsey 12 2002-10-31 0.00000000 141.0
## 92 Morrison 06 2002-10-31 0.02152231 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 103.0
## 94 Pollard 10 2002-10-31 0.00000000 176.0
## 95 br. sud amont 01 2002-10-31 0.00000000 175.5
## 96 Malt 11 2002-10-31 0.00000000 107.0subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctB_supdrainee_2020 Conductivity_microS_cm
## 97 Suggary 02 2021-07-28 0.000000000 109
## 98 Dempsey 12 2021-07-28 0.017322835 139
## 99 Branche sud aval 03 2021-07-28 0.000000000 119
## 100 Sewell 08 2021-07-28 0.000000000 131
## 101 Waugh sanct. 07 2021-07-28 0.000000000 128
## 102 br. sud amont 01 2021-07-28 0.000000000 177
## 103 Morrison 06 2021-07-28 0.121775485 122
## 104 Malt 11 2021-07-28 0.000000000 90
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 115
## 106 Pollard 10 2021-07-28 0.001886792 166
## 107 Pok amont 04 2021-07-28 0.000000000 60
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 109
## 109 Malt 11 2021-08-31 0.001886792 96
## 110 Suggary 02 2021-08-31 0.000000000 116
## 111 Waugh sanct. 07 2021-08-31 0.000000000 138
## 112 Dempsey 12 2021-08-31 0.017322835 152
## 113 Branche sud aval 03 2021-08-31 0.000000000 125
## 114 Sewell 08 2021-08-31 0.000000000 161
## 115 Pollard 10 2021-08-31 0.000000000 196
## 116 br. sud amont 01 2021-08-31 0.000000000 199
## 117 Morrison 06 2021-08-31 0.121775485 129
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 118
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 114
## 120 Pok amont 04 2021-08-31 0.000000000 70
## 121 Suggary 02 2021-10-05 0.379288833 98
## 122 Morrison 06 2021-10-05 0.001886792 114
## 123 Malt 11 2021-10-05 0.000000000 74
## 124 Sewell 08 2021-10-05 0.000000000 72
## 125 Waugh sanct. 07 2021-10-05 0.000000000 70
## 126 Dempsey 12 2021-10-05 0.017322835 96
## 127 Branche sud aval 03 2021-10-05 0.000000000 86
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 90
## 129 Pollard 10 2021-10-05 0.000000000 128
## 130 br. sud amont 01 2021-10-05 0.000000000 91
## 131 Pok amont 04 2021-10-05 0.121775485 52
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 95
## 133 Malt 11 2021-10-28 0.000000000 80
## 134 Suggary 02 2021-10-28 0.379288833 100
## 135 br. sud amont 01 2021-10-28 0.001886792 114
## 136 Morrison 06 2021-10-28 0.017322835 118
## 137 Branche sud aval 03 2021-10-28 0.000000000 97
## 138 Sewell 08 2021-10-28 0.000000000 81
## 139 Waugh sanct. 07 2021-10-28 0.000000000 88
## 140 Dempsey 12 2021-10-28 0.000000000 113
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 102
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 97
## 143 Pollard 10 2021-10-28 0.000000000 139
## 144 Pok amont 04 2021-10-28 0.121775485 54
## 145 Pollard 10 2022-07-28 0.001886792 163
## 146 Morrison 06 2022-07-28 0.121775485 119
## 147 Malt 11 2022-07-28 0.000000000 88
## 148 Suggary 02 2022-07-28 0.379288833 107
## 149 br. sud amont 01 2022-07-28 0.000000000 161
## 150 Dempsey 12 2022-07-28 0.017322835 134
## 151 Branche sud aval 03 2022-07-28 0.000000000 113
## 152 Sewell 08 2022-07-28 0.000000000 113
## 153 Waugh sanct. 07 2022-07-28 0.000000000 126
## 154 Pok amont 04 2022-07-28 0.000000000 59
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 108
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 113
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 107
## 158 Pollard 10 2022-09-01 0.001886792 178
## 159 br. sud amont 01 2022-09-01 0.000000000 180
## 160 Morrison 06 2022-09-01 0.121775485 117
## 161 Malt 11 2022-09-01 0.000000000 88
## 162 Suggary 02 2022-09-01 0.000000000 104
## 163 Waugh sanct. 07 2022-09-01 0.000000000 114
## 164 Dempsey 12 2022-09-01 0.017322835 137
## 165 Branche sud aval 03 2022-09-01 0.000000000 117
## 166 Sewell 08 2022-09-01 0.000000000 116
## 167 Pok amont 04 2022-09-01 0.000000000 63
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 108
## 169 Sewell 08 2022-10-03 0.001886792 114
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 113
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 94
## 172 Pollard 10 2022-10-03 0.000000000 179
## 173 br. sud amont 01 2022-10-03 0.000000000 182
## 174 Morrison 06 2022-10-03 0.121775485 120
## 175 Malt 11 2022-10-03 0.000000000 95
## 176 Suggary 02 2022-10-03 0.000000000 107
## 177 Waugh sanct. 07 2022-10-03 0.000000000 114
## 178 Dempsey 12 2022-10-03 0.017322835 143
## 179 Branche sud aval 03 2022-10-03 0.000000000 118
## 180 Pok amont 04 2022-10-03 0.000000000 64
## 181 Branche sud aval 03 2022-11-01 0.379288833 112
## 182 Sewell 08 2022-11-01 0.001886792 92
## 183 Pok amont 04 2022-11-01 0.121775485 69
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 112
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 92
## 186 Pollard 10 2022-11-01 0.000000000 177
## 187 br. sud amont 01 2022-11-01 0.000000000 144
## 188 Morrison 06 2022-11-01 0.017322835 125
## 189 Malt 11 2022-11-01 0.000000000 91
## 190 Suggary 02 2022-11-01 0.000000000 108
## 191 Waugh sanct. 07 2022-11-01 0.000000000 92
## 192 Dempsey 12 2022-11-01 0.000000000 136ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Boisé_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,pH_units))## Station2 Date pctB_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.00000000 8.200
## 2 Morrison 06 2001-08-01 0.02152231 7.950
## 3 Malt 11 2001-08-01 0.00000000 7.860
## 4 Suggary 02 2001-08-01 0.00000000 8.020
## 5 Waugh sanct. 07 2001-08-01 0.00000000 7.970
## 6 Dempsey 12 2001-08-01 0.00000000 7.960
## 7 Branche sud aval 03 2001-08-01 0.18484255 8.030
## 8 Sewell 08 2001-08-01 0.00000000 8.020
## 9 Pok amont 04 2001-08-01 0.49407361 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 7.860
## 12 Pollard 10 2001-08-01 0.00000000 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 7.910
## 14 Pollard 10 2001-08-28 0.00000000 7.860
## 15 br. sud amont 01 2001-08-28 0.00000000 7.980
## 16 Morrison 06 2001-08-28 0.02152231 7.940
## 17 Malt 11 2001-08-28 0.00000000 7.460
## 18 Suggary 02 2001-08-28 0.00000000 7.880
## 19 Waugh sanct. 07 2001-08-28 0.00000000 7.890
## 20 Dempsey 12 2001-08-28 0.00000000 7.760
## 21 Branche sud aval 03 2001-08-28 0.18484255 7.890
## 22 Sewell 08 2001-08-28 0.00000000 7.900
## 23 Pok amont 04 2001-08-28 0.49407361 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 7.770
## 25 Pok amont 04 2001-09-26 0.49407361 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 7.870
## 28 Pollard 10 2001-09-26 0.00000000 7.850
## 29 br. sud amont 01 2001-09-26 0.00000000 8.050
## 30 Morrison 06 2001-09-26 0.02152231 8.020
## 31 Malt 11 2001-09-26 0.00000000 7.710
## 32 Suggary 02 2001-09-26 0.00000000 8.080
## 33 Waugh sanct. 07 2001-09-26 0.00000000 8.020
## 34 Dempsey 12 2001-09-26 0.00000000 7.950
## 35 Branche sud aval 03 2001-09-26 0.18484255 8.040
## 36 Sewell 08 2001-09-26 0.00000000 8.060
## 37 Sewell 08 2001-10-31 0.00000000 7.740
## 38 Pok amont 04 2001-10-31 0.49407361 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 7.950
## 40 Morrison 06 2001-10-31 0.02152231 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 7.500
## 42 Pollard 10 2001-10-31 0.00000000 7.870
## 43 br. sud amont 01 2001-10-31 0.00000000 7.960
## 44 Dempsey 12 2001-10-31 0.00000000 7.820
## 45 Malt 11 2001-10-31 0.00000000 7.530
## 46 Suggary 02 2001-10-31 0.00000000 7.650
## 47 Waugh sanct. 07 2001-10-31 0.00000000 7.410
## 48 Branche sud aval 03 2001-10-31 0.18484255 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 7.840
## 50 Branche sud aval 03 2002-07-29 0.18484255 7.870
## 51 Sewell 08 2002-07-29 0.00000000 7.840
## 52 Pok amont 04 2002-07-29 0.49407361 7.180
## 53 br. sud amont 01 2002-07-29 0.00000000 7.840
## 54 Morrison 06 2002-07-29 0.02152231 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 7.580
## 56 Pollard 10 2002-07-29 0.00000000 7.730
## 57 Waugh sanct. 07 2002-07-29 0.00000000 7.700
## 58 Dempsey 12 2002-07-29 0.00000000 7.755
## 59 Malt 11 2002-07-29 0.00000000 7.420
## 60 Suggary 02 2002-07-29 0.00000000 7.740
## 61 Pok amont 04 2002-08-28 0.49407361 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 7.800
## 63 Dempsey 12 2002-08-28 0.00000000 7.690
## 64 Branche sud aval 03 2002-08-28 0.18484255 7.850
## 65 Sewell 08 2002-08-28 0.00000000 7.920
## 66 Pollard 10 2002-08-28 0.00000000 7.730
## 67 br. sud amont 01 2002-08-28 0.00000000 8.070
## 68 Morrison 06 2002-08-28 0.02152231 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 7.790
## 70 Suggary 02 2002-08-28 0.00000000 7.815
## 71 Waugh sanct. 07 2002-08-28 0.00000000 7.750
## 72 Malt 11 2002-08-28 0.00000000 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 7.830
## 74 Sewell 08 2002-10-02 0.00000000 7.820
## 75 Pok amont 04 2002-10-02 0.49407361 7.270
## 76 Waugh sanct. 07 2002-10-02 0.00000000 7.760
## 77 Dempsey 12 2002-10-02 0.00000000 7.640
## 78 Branche sud aval 03 2002-10-02 0.18484255 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 7.650
## 80 Pollard 10 2002-10-02 0.00000000 7.720
## 81 br. sud amont 01 2002-10-02 0.00000000 7.970
## 82 Morrison 06 2002-10-02 0.02152231 7.890
## 83 Malt 11 2002-10-02 0.00000000 7.380
## 84 Suggary 02 2002-10-02 0.00000000 7.830
## 85 Pok amont 04 2002-10-31 0.49407361 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 7.820
## 87 Branche sud aval 03 2002-10-31 0.18484255 NaN
## 88 Sewell 08 2002-10-31 0.00000000 7.550
## 89 Suggary 02 2002-10-31 0.00000000 7.770
## 90 Waugh sanct. 07 2002-10-31 0.00000000 7.580
## 91 Dempsey 12 2002-10-31 0.00000000 7.690
## 92 Morrison 06 2002-10-31 0.02152231 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 7.440
## 94 Pollard 10 2002-10-31 0.00000000 7.780
## 95 br. sud amont 01 2002-10-31 0.00000000 7.865
## 96 Malt 11 2002-10-31 0.00000000 7.560subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,pH_units))## Station2 Date pctB_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.000000000 7.5
## 98 Dempsey 12 2021-07-28 0.017322835 7.6
## 99 Branche sud aval 03 2021-07-28 0.000000000 7.6
## 100 Sewell 08 2021-07-28 0.000000000 7.7
## 101 Waugh sanct. 07 2021-07-28 0.000000000 7.6
## 102 br. sud amont 01 2021-07-28 0.000000000 7.6
## 103 Morrison 06 2021-07-28 0.121775485 7.4
## 104 Malt 11 2021-07-28 0.000000000 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 7.6
## 106 Pollard 10 2021-07-28 0.001886792 7.6
## 107 Pok amont 04 2021-07-28 0.000000000 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 7.6
## 109 Malt 11 2021-08-31 0.001886792 7.3
## 110 Suggary 02 2021-08-31 0.000000000 7.6
## 111 Waugh sanct. 07 2021-08-31 0.000000000 7.8
## 112 Dempsey 12 2021-08-31 0.017322835 7.6
## 113 Branche sud aval 03 2021-08-31 0.000000000 7.8
## 114 Sewell 08 2021-08-31 0.000000000 7.8
## 115 Pollard 10 2021-08-31 0.000000000 7.8
## 116 br. sud amont 01 2021-08-31 0.000000000 7.5
## 117 Morrison 06 2021-08-31 0.121775485 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 7.7
## 120 Pok amont 04 2021-08-31 0.000000000 7.1
## 121 Suggary 02 2021-10-05 0.379288833 7.6
## 122 Morrison 06 2021-10-05 0.001886792 7.1
## 123 Malt 11 2021-10-05 0.000000000 7.1
## 124 Sewell 08 2021-10-05 0.000000000 7.5
## 125 Waugh sanct. 07 2021-10-05 0.000000000 7.2
## 126 Dempsey 12 2021-10-05 0.017322835 7.3
## 127 Branche sud aval 03 2021-10-05 0.000000000 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 7.4
## 129 Pollard 10 2021-10-05 0.000000000 7.5
## 130 br. sud amont 01 2021-10-05 0.000000000 7.2
## 131 Pok amont 04 2021-10-05 0.121775485 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 7.2
## 133 Malt 11 2021-10-28 0.000000000 7.0
## 134 Suggary 02 2021-10-28 0.379288833 7.6
## 135 br. sud amont 01 2021-10-28 0.001886792 7.5
## 136 Morrison 06 2021-10-28 0.017322835 7.6
## 137 Branche sud aval 03 2021-10-28 0.000000000 7.6
## 138 Sewell 08 2021-10-28 0.000000000 7.5
## 139 Waugh sanct. 07 2021-10-28 0.000000000 7.5
## 140 Dempsey 12 2021-10-28 0.000000000 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 7.5
## 143 Pollard 10 2021-10-28 0.000000000 7.7
## 144 Pok amont 04 2021-10-28 0.121775485 7.5
## 145 Pollard 10 2022-07-28 0.001886792 7.7
## 146 Morrison 06 2022-07-28 0.121775485 7.8
## 147 Malt 11 2022-07-28 0.000000000 7.6
## 148 Suggary 02 2022-07-28 0.379288833 7.7
## 149 br. sud amont 01 2022-07-28 0.000000000 7.9
## 150 Dempsey 12 2022-07-28 0.017322835 7.8
## 151 Branche sud aval 03 2022-07-28 0.000000000 7.8
## 152 Sewell 08 2022-07-28 0.000000000 7.7
## 153 Waugh sanct. 07 2022-07-28 0.000000000 7.8
## 154 Pok amont 04 2022-07-28 0.000000000 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 7.8
## 158 Pollard 10 2022-09-01 0.001886792 7.8
## 159 br. sud amont 01 2022-09-01 0.000000000 8.0
## 160 Morrison 06 2022-09-01 0.121775485 8.0
## 161 Malt 11 2022-09-01 0.000000000 7.7
## 162 Suggary 02 2022-09-01 0.000000000 7.8
## 163 Waugh sanct. 07 2022-09-01 0.000000000 7.9
## 164 Dempsey 12 2022-09-01 0.017322835 7.9
## 165 Branche sud aval 03 2022-09-01 0.000000000 7.9
## 166 Sewell 08 2022-09-01 0.000000000 7.9
## 167 Pok amont 04 2022-09-01 0.000000000 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 7.8
## 169 Sewell 08 2022-10-03 0.001886792 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 7.5
## 172 Pollard 10 2022-10-03 0.000000000 7.8
## 173 br. sud amont 01 2022-10-03 0.000000000 7.9
## 174 Morrison 06 2022-10-03 0.121775485 7.9
## 175 Malt 11 2022-10-03 0.000000000 7.5
## 176 Suggary 02 2022-10-03 0.000000000 7.7
## 177 Waugh sanct. 07 2022-10-03 0.000000000 7.6
## 178 Dempsey 12 2022-10-03 0.017322835 7.7
## 179 Branche sud aval 03 2022-10-03 0.000000000 7.8
## 180 Pok amont 04 2022-10-03 0.000000000 7.1
## 181 Branche sud aval 03 2022-11-01 0.379288833 7.6
## 182 Sewell 08 2022-11-01 0.001886792 7.5
## 183 Pok amont 04 2022-11-01 0.121775485 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 7.3
## 186 Pollard 10 2022-11-01 0.000000000 7.6
## 187 br. sud amont 01 2022-11-01 0.000000000 7.5
## 188 Morrison 06 2022-11-01 0.017322835 7.8
## 189 Malt 11 2022-11-01 0.000000000 7.0
## 190 Suggary 02 2022-11-01 0.000000000 7.5
## 191 Waugh sanct. 07 2022-11-01 0.000000000 7.2
## 192 Dempsey 12 2022-11-01 0.000000000 7.4ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Boisé_vs_Turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Turbidity_NTU))## Station2 Date pctB_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.00000000 6.400
## 2 Morrison 06 2001-08-01 0.02152231 0.600
## 3 Malt 11 2001-08-01 0.00000000 1.600
## 4 Suggary 02 2001-08-01 0.00000000 0.700
## 5 Waugh sanct. 07 2001-08-01 0.00000000 1.200
## 6 Dempsey 12 2001-08-01 0.00000000 1.300
## 7 Branche sud aval 03 2001-08-01 0.18484255 0.500
## 8 Sewell 08 2001-08-01 0.00000000 1.500
## 9 Pok amont 04 2001-08-01 0.49407361 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 0.100
## 12 Pollard 10 2001-08-01 0.00000000 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 1.200
## 14 Pollard 10 2001-08-28 0.00000000 0.800
## 15 br. sud amont 01 2001-08-28 0.00000000 6.100
## 16 Morrison 06 2001-08-28 0.02152231 0.700
## 17 Malt 11 2001-08-28 0.00000000 0.500
## 18 Suggary 02 2001-08-28 0.00000000 3.500
## 19 Waugh sanct. 07 2001-08-28 0.00000000 1.000
## 20 Dempsey 12 2001-08-28 0.00000000 1.700
## 21 Branche sud aval 03 2001-08-28 0.18484255 0.900
## 22 Sewell 08 2001-08-28 0.00000000 6.500
## 23 Pok amont 04 2001-08-28 0.49407361 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 1.000
## 25 Pok amont 04 2001-09-26 0.49407361 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 1.200
## 28 Pollard 10 2001-09-26 0.00000000 1.150
## 29 br. sud amont 01 2001-09-26 0.00000000 44.800
## 30 Morrison 06 2001-09-26 0.02152231 0.900
## 31 Malt 11 2001-09-26 0.00000000 7.800
## 32 Suggary 02 2001-09-26 0.00000000 1.700
## 33 Waugh sanct. 07 2001-09-26 0.00000000 1.200
## 34 Dempsey 12 2001-09-26 0.00000000 1.500
## 35 Branche sud aval 03 2001-09-26 0.18484255 2.400
## 36 Sewell 08 2001-09-26 0.00000000 3.000
## 37 Sewell 08 2001-10-31 0.00000000 5.500
## 38 Pok amont 04 2001-10-31 0.49407361 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 1.000
## 40 Morrison 06 2001-10-31 0.02152231 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 1.400
## 42 Pollard 10 2001-10-31 0.00000000 0.600
## 43 br. sud amont 01 2001-10-31 0.00000000 1.100
## 44 Dempsey 12 2001-10-31 0.00000000 1.700
## 45 Malt 11 2001-10-31 0.00000000 0.800
## 46 Suggary 02 2001-10-31 0.00000000 2.050
## 47 Waugh sanct. 07 2001-10-31 0.00000000 1.200
## 48 Branche sud aval 03 2001-10-31 0.18484255 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 0.780
## 50 Branche sud aval 03 2002-07-29 0.18484255 1.170
## 51 Sewell 08 2002-07-29 0.00000000 4.960
## 52 Pok amont 04 2002-07-29 0.49407361 0.190
## 53 br. sud amont 01 2002-07-29 0.00000000 0.900
## 54 Morrison 06 2002-07-29 0.02152231 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 1.520
## 56 Pollard 10 2002-07-29 0.00000000 1.630
## 57 Waugh sanct. 07 2002-07-29 0.00000000 1.110
## 58 Dempsey 12 2002-07-29 0.00000000 1.970
## 59 Malt 11 2002-07-29 0.00000000 0.400
## 60 Suggary 02 2002-07-29 0.00000000 0.430
## 61 Pok amont 04 2002-08-28 0.49407361 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 1.320
## 63 Dempsey 12 2002-08-28 0.00000000 4.440
## 64 Branche sud aval 03 2002-08-28 0.18484255 1.150
## 65 Sewell 08 2002-08-28 0.00000000 2.960
## 66 Pollard 10 2002-08-28 0.00000000 0.950
## 67 br. sud amont 01 2002-08-28 0.00000000 0.570
## 68 Morrison 06 2002-08-28 0.02152231 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 1.340
## 70 Suggary 02 2002-08-28 0.00000000 0.820
## 71 Waugh sanct. 07 2002-08-28 0.00000000 1.510
## 72 Malt 11 2002-08-28 0.00000000 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 0.940
## 74 Sewell 08 2002-10-02 0.00000000 5.255
## 75 Pok amont 04 2002-10-02 0.49407361 0.280
## 76 Waugh sanct. 07 2002-10-02 0.00000000 1.280
## 77 Dempsey 12 2002-10-02 0.00000000 3.770
## 78 Branche sud aval 03 2002-10-02 0.18484255 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 2.110
## 80 Pollard 10 2002-10-02 0.00000000 0.690
## 81 br. sud amont 01 2002-10-02 0.00000000 0.740
## 82 Morrison 06 2002-10-02 0.02152231 0.770
## 83 Malt 11 2002-10-02 0.00000000 0.600
## 84 Suggary 02 2002-10-02 0.00000000 0.480
## 85 Pok amont 04 2002-10-31 0.49407361 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 0.870
## 87 Branche sud aval 03 2002-10-31 0.18484255 NaN
## 88 Sewell 08 2002-10-31 0.00000000 8.740
## 89 Suggary 02 2002-10-31 0.00000000 0.410
## 90 Waugh sanct. 07 2002-10-31 0.00000000 1.440
## 91 Dempsey 12 2002-10-31 0.00000000 2.880
## 92 Morrison 06 2002-10-31 0.02152231 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 1.500
## 94 Pollard 10 2002-10-31 0.00000000 1.060
## 95 br. sud amont 01 2002-10-31 0.00000000 1.220
## 96 Malt 11 2002-10-31 0.00000000 0.900subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Turbidity_NTU))## Station2 Date pctB_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.000000000 1.2
## 98 Dempsey 12 2021-07-28 0.017322835 1.6
## 99 Branche sud aval 03 2021-07-28 0.000000000 1.8
## 100 Sewell 08 2021-07-28 0.000000000 3.5
## 101 Waugh sanct. 07 2021-07-28 0.000000000 1.1
## 102 br. sud amont 01 2021-07-28 0.000000000 2.3
## 103 Morrison 06 2021-07-28 0.121775485 1.4
## 104 Malt 11 2021-07-28 0.000000000 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 1.9
## 106 Pollard 10 2021-07-28 0.001886792 1.2
## 107 Pok amont 04 2021-07-28 0.000000000 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 1.7
## 109 Malt 11 2021-08-31 0.001886792 0.5
## 110 Suggary 02 2021-08-31 0.000000000 0.7
## 111 Waugh sanct. 07 2021-08-31 0.000000000 1.1
## 112 Dempsey 12 2021-08-31 0.017322835 1.7
## 113 Branche sud aval 03 2021-08-31 0.000000000 1.7
## 114 Sewell 08 2021-08-31 0.000000000 3.0
## 115 Pollard 10 2021-08-31 0.000000000 1.7
## 116 br. sud amont 01 2021-08-31 0.000000000 5.6
## 117 Morrison 06 2021-08-31 0.121775485 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 3.2
## 120 Pok amont 04 2021-08-31 0.000000000 1.5
## 121 Suggary 02 2021-10-05 0.379288833 0.7
## 122 Morrison 06 2021-10-05 0.001886792 1.4
## 123 Malt 11 2021-10-05 0.000000000 0.9
## 124 Sewell 08 2021-10-05 0.000000000 4.2
## 125 Waugh sanct. 07 2021-10-05 0.000000000 1.2
## 126 Dempsey 12 2021-10-05 0.017322835 1.8
## 127 Branche sud aval 03 2021-10-05 0.000000000 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 1.8
## 129 Pollard 10 2021-10-05 0.000000000 1.8
## 130 br. sud amont 01 2021-10-05 0.000000000 3.7
## 131 Pok amont 04 2021-10-05 0.121775485 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 1.4
## 133 Malt 11 2021-10-28 0.000000000 0.5
## 134 Suggary 02 2021-10-28 0.379288833 0.2
## 135 br. sud amont 01 2021-10-28 0.001886792 1.9
## 136 Morrison 06 2021-10-28 0.017322835 0.6
## 137 Branche sud aval 03 2021-10-28 0.000000000 1.3
## 138 Sewell 08 2021-10-28 0.000000000 2.8
## 139 Waugh sanct. 07 2021-10-28 0.000000000 1.0
## 140 Dempsey 12 2021-10-28 0.000000000 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 1.4
## 143 Pollard 10 2021-10-28 0.000000000 0.8
## 144 Pok amont 04 2021-10-28 0.121775485 0.6
## 145 Pollard 10 2022-07-28 0.001886792 0.4
## 146 Morrison 06 2022-07-28 0.121775485 0.7
## 147 Malt 11 2022-07-28 0.000000000 0.4
## 148 Suggary 02 2022-07-28 0.379288833 0.5
## 149 br. sud amont 01 2022-07-28 0.000000000 2.7
## 150 Dempsey 12 2022-07-28 0.017322835 1.2
## 151 Branche sud aval 03 2022-07-28 0.000000000 2.1
## 152 Sewell 08 2022-07-28 0.000000000 1.8
## 153 Waugh sanct. 07 2022-07-28 0.000000000 1.0
## 154 Pok amont 04 2022-07-28 0.000000000 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 1.9
## 158 Pollard 10 2022-09-01 0.001886792 1.3
## 159 br. sud amont 01 2022-09-01 0.000000000 3.0
## 160 Morrison 06 2022-09-01 0.121775485 2.4
## 161 Malt 11 2022-09-01 0.000000000 0.5
## 162 Suggary 02 2022-09-01 0.000000000 0.7
## 163 Waugh sanct. 07 2022-09-01 0.000000000 1.8
## 164 Dempsey 12 2022-09-01 0.017322835 2.2
## 165 Branche sud aval 03 2022-09-01 0.000000000 1.9
## 166 Sewell 08 2022-09-01 0.000000000 2.6
## 167 Pok amont 04 2022-09-01 0.000000000 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 1.4
## 169 Sewell 08 2022-10-03 0.001886792 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 1.9
## 172 Pollard 10 2022-10-03 0.000000000 0.4
## 173 br. sud amont 01 2022-10-03 0.000000000 2.8
## 174 Morrison 06 2022-10-03 0.121775485 1.0
## 175 Malt 11 2022-10-03 0.000000000 0.4
## 176 Suggary 02 2022-10-03 0.000000000 0.3
## 177 Waugh sanct. 07 2022-10-03 0.000000000 1.3
## 178 Dempsey 12 2022-10-03 0.017322835 1.3
## 179 Branche sud aval 03 2022-10-03 0.000000000 1.6
## 180 Pok amont 04 2022-10-03 0.000000000 1.5
## 181 Branche sud aval 03 2022-11-01 0.379288833 2.6
## 182 Sewell 08 2022-11-01 0.001886792 5.4
## 183 Pok amont 04 2022-11-01 0.121775485 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 2.0
## 186 Pollard 10 2022-11-01 0.000000000 0.7
## 187 br. sud amont 01 2022-11-01 0.000000000 4.8
## 188 Morrison 06 2022-11-01 0.017322835 2.8
## 189 Malt 11 2022-11-01 0.000000000 1.5
## 190 Suggary 02 2022-11-01 0.000000000 0.7
## 191 Waugh sanct. 07 2022-11-01 0.000000000 1.6
## 192 Dempsey 12 2022-11-01 0.000000000 4.2ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la turbidité et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Boisé_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Colour_TCU))## Station2 Date pctB_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.00000000 5.0
## 2 Morrison 06 2001-08-01 0.02152231 10.0
## 3 Malt 11 2001-08-01 0.00000000 10.0
## 4 Suggary 02 2001-08-01 0.00000000 5.0
## 5 Waugh sanct. 07 2001-08-01 0.00000000 20.0
## 6 Dempsey 12 2001-08-01 0.00000000 15.0
## 7 Branche sud aval 03 2001-08-01 0.18484255 5.0
## 8 Sewell 08 2001-08-01 0.00000000 5.0
## 9 Pok amont 04 2001-08-01 0.49407361 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 5.0
## 12 Pollard 10 2001-08-01 0.00000000 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 5.0
## 14 Pollard 10 2001-08-28 0.00000000 5.0
## 15 br. sud amont 01 2001-08-28 0.00000000 5.0
## 16 Morrison 06 2001-08-28 0.02152231 5.0
## 17 Malt 11 2001-08-28 0.00000000 5.0
## 18 Suggary 02 2001-08-28 0.00000000 10.0
## 19 Waugh sanct. 07 2001-08-28 0.00000000 10.0
## 20 Dempsey 12 2001-08-28 0.00000000 15.0
## 21 Branche sud aval 03 2001-08-28 0.18484255 5.0
## 22 Sewell 08 2001-08-28 0.00000000 30.0
## 23 Pok amont 04 2001-08-28 0.49407361 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 5.0
## 25 Pok amont 04 2001-09-26 0.49407361 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 15.0
## 28 Pollard 10 2001-09-26 0.00000000 20.0
## 29 br. sud amont 01 2001-09-26 0.00000000 200.0
## 30 Morrison 06 2001-09-26 0.02152231 5.0
## 31 Malt 11 2001-09-26 0.00000000 20.0
## 32 Suggary 02 2001-09-26 0.00000000 5.0
## 33 Waugh sanct. 07 2001-09-26 0.00000000 10.0
## 34 Dempsey 12 2001-09-26 0.00000000 20.0
## 35 Branche sud aval 03 2001-09-26 0.18484255 10.0
## 36 Sewell 08 2001-09-26 0.00000000 30.0
## 37 Sewell 08 2001-10-31 0.00000000 80.0
## 38 Pok amont 04 2001-10-31 0.49407361 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 20.0
## 40 Morrison 06 2001-10-31 0.02152231 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 120.0
## 42 Pollard 10 2001-10-31 0.00000000 10.0
## 43 br. sud amont 01 2001-10-31 0.00000000 30.0
## 44 Dempsey 12 2001-10-31 0.00000000 30.0
## 45 Malt 11 2001-10-31 0.00000000 10.0
## 46 Suggary 02 2001-10-31 0.00000000 30.0
## 47 Waugh sanct. 07 2001-10-31 0.00000000 100.0
## 48 Branche sud aval 03 2001-10-31 0.18484255 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 10.0
## 50 Branche sud aval 03 2002-07-29 0.18484255 15.0
## 51 Sewell 08 2002-07-29 0.00000000 40.0
## 52 Pok amont 04 2002-07-29 0.49407361 5.0
## 53 br. sud amont 01 2002-07-29 0.00000000 15.0
## 54 Morrison 06 2002-07-29 0.02152231 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 80.0
## 56 Pollard 10 2002-07-29 0.00000000 10.0
## 57 Waugh sanct. 07 2002-07-29 0.00000000 40.0
## 58 Dempsey 12 2002-07-29 0.00000000 20.0
## 59 Malt 11 2002-07-29 0.00000000 5.0
## 60 Suggary 02 2002-07-29 0.00000000 5.0
## 61 Pok amont 04 2002-08-28 0.49407361 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 20.0
## 63 Dempsey 12 2002-08-28 0.00000000 40.0
## 64 Branche sud aval 03 2002-08-28 0.18484255 15.0
## 65 Sewell 08 2002-08-28 0.00000000 40.0
## 66 Pollard 10 2002-08-28 0.00000000 10.0
## 67 br. sud amont 01 2002-08-28 0.00000000 10.0
## 68 Morrison 06 2002-08-28 0.02152231 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 20.0
## 70 Suggary 02 2002-08-28 0.00000000 7.5
## 71 Waugh sanct. 07 2002-08-28 0.00000000 30.0
## 72 Malt 11 2002-08-28 0.00000000 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 5.0
## 74 Sewell 08 2002-10-02 0.00000000 60.0
## 75 Pok amont 04 2002-10-02 0.49407361 5.0
## 76 Waugh sanct. 07 2002-10-02 0.00000000 20.0
## 77 Dempsey 12 2002-10-02 0.00000000 20.0
## 78 Branche sud aval 03 2002-10-02 0.18484255 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 60.0
## 80 Pollard 10 2002-10-02 0.00000000 10.0
## 81 br. sud amont 01 2002-10-02 0.00000000 10.0
## 82 Morrison 06 2002-10-02 0.02152231 10.0
## 83 Malt 11 2002-10-02 0.00000000 5.0
## 84 Suggary 02 2002-10-02 0.00000000 5.0
## 85 Pok amont 04 2002-10-31 0.49407361 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 20.0
## 87 Branche sud aval 03 2002-10-31 0.18484255 NaN
## 88 Sewell 08 2002-10-31 0.00000000 60.0
## 89 Suggary 02 2002-10-31 0.00000000 5.0
## 90 Waugh sanct. 07 2002-10-31 0.00000000 60.0
## 91 Dempsey 12 2002-10-31 0.00000000 30.0
## 92 Morrison 06 2002-10-31 0.02152231 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 75.0
## 94 Pollard 10 2002-10-31 0.00000000 5.0
## 95 br. sud amont 01 2002-10-31 0.00000000 30.0
## 96 Malt 11 2002-10-31 0.00000000 15.0subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Colour_TCU))## Station2 Date pctB_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.000000000 8
## 98 Dempsey 12 2021-07-28 0.017322835 22
## 99 Branche sud aval 03 2021-07-28 0.000000000 19
## 100 Sewell 08 2021-07-28 0.000000000 34
## 101 Waugh sanct. 07 2021-07-28 0.000000000 27
## 102 br. sud amont 01 2021-07-28 0.000000000 15
## 103 Morrison 06 2021-07-28 0.121775485 14
## 104 Malt 11 2021-07-28 0.000000000 7
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 29
## 106 Pollard 10 2021-07-28 0.001886792 8
## 107 Pok amont 04 2021-07-28 0.000000000 11
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 9
## 109 Malt 11 2021-08-31 0.001886792 5
## 110 Suggary 02 2021-08-31 0.000000000 5
## 111 Waugh sanct. 07 2021-08-31 0.000000000 14
## 112 Dempsey 12 2021-08-31 0.017322835 14
## 113 Branche sud aval 03 2021-08-31 0.000000000 20
## 114 Sewell 08 2021-08-31 0.000000000 24
## 115 Pollard 10 2021-08-31 0.000000000 8
## 116 br. sud amont 01 2021-08-31 0.000000000 12
## 117 Morrison 06 2021-08-31 0.121775485 18
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 8
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 37
## 120 Pok amont 04 2021-08-31 0.000000000 10
## 121 Suggary 02 2021-10-05 0.379288833 8
## 122 Morrison 06 2021-10-05 0.001886792 22
## 123 Malt 11 2021-10-05 0.000000000 66
## 124 Sewell 08 2021-10-05 0.000000000 47
## 125 Waugh sanct. 07 2021-10-05 0.000000000 190
## 126 Dempsey 12 2021-10-05 0.017322835 55
## 127 Branche sud aval 03 2021-10-05 0.000000000 38
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 141
## 129 Pollard 10 2021-10-05 0.000000000 19
## 130 br. sud amont 01 2021-10-05 0.000000000 44
## 131 Pok amont 04 2021-10-05 0.121775485 21
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 33
## 133 Malt 11 2021-10-28 0.000000000 47
## 134 Suggary 02 2021-10-28 0.379288833 5
## 135 br. sud amont 01 2021-10-28 0.001886792 32
## 136 Morrison 06 2021-10-28 0.017322835 13
## 137 Branche sud aval 03 2021-10-28 0.000000000 22
## 138 Sewell 08 2021-10-28 0.000000000 43
## 139 Waugh sanct. 07 2021-10-28 0.000000000 130
## 140 Dempsey 12 2021-10-28 0.000000000 33
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 15
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 107
## 143 Pollard 10 2021-10-28 0.000000000 12
## 144 Pok amont 04 2021-10-28 0.121775485 13
## 145 Pollard 10 2022-07-28 0.001886792 5
## 146 Morrison 06 2022-07-28 0.121775485 7
## 147 Malt 11 2022-07-28 0.000000000 6
## 148 Suggary 02 2022-07-28 0.379288833 5
## 149 br. sud amont 01 2022-07-28 0.000000000 26
## 150 Dempsey 12 2022-07-28 0.017322835 16
## 151 Branche sud aval 03 2022-07-28 0.000000000 18
## 152 Sewell 08 2022-07-28 0.000000000 33
## 153 Waugh sanct. 07 2022-07-28 0.000000000 27
## 154 Pok amont 04 2022-07-28 0.000000000 7
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 5
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 15
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 48
## 158 Pollard 10 2022-09-01 0.001886792 23
## 159 br. sud amont 01 2022-09-01 0.000000000 23
## 160 Morrison 06 2022-09-01 0.121775485 15
## 161 Malt 11 2022-09-01 0.000000000 10
## 162 Suggary 02 2022-09-01 0.000000000 8
## 163 Waugh sanct. 07 2022-09-01 0.000000000 61
## 164 Dempsey 12 2022-09-01 0.017322835 21
## 165 Branche sud aval 03 2022-09-01 0.000000000 21
## 166 Sewell 08 2022-09-01 0.000000000 43
## 167 Pok amont 04 2022-09-01 0.000000000 14
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 41
## 169 Sewell 08 2022-10-03 0.001886792 71
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 8
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 130
## 172 Pollard 10 2022-10-03 0.000000000 10
## 173 br. sud amont 01 2022-10-03 0.000000000 20
## 174 Morrison 06 2022-10-03 0.121775485 10
## 175 Malt 11 2022-10-03 0.000000000 5
## 176 Suggary 02 2022-10-03 0.000000000 5
## 177 Waugh sanct. 07 2022-10-03 0.000000000 53
## 178 Dempsey 12 2022-10-03 0.017322835 16
## 179 Branche sud aval 03 2022-10-03 0.000000000 17
## 180 Pok amont 04 2022-10-03 0.000000000 12
## 181 Branche sud aval 03 2022-11-01 0.379288833 25
## 182 Sewell 08 2022-11-01 0.001886792 60
## 183 Pok amont 04 2022-11-01 0.121775485 11
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 21
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 148
## 186 Pollard 10 2022-11-01 0.000000000 11
## 187 br. sud amont 01 2022-11-01 0.000000000 42
## 188 Morrison 06 2022-11-01 0.017322835 13
## 189 Malt 11 2022-11-01 0.000000000 22
## 190 Suggary 02 2022-11-01 0.000000000 9
## 191 Waugh sanct. 07 2022-11-01 0.000000000 143
## 192 Dempsey 12 2022-11-01 0.000000000 28ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
Boisé_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctB_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.00000000
## 2 Morrison 06 2001-08-01 0.02152231
## 3 Malt 11 2001-08-01 0.00000000
## 4 Suggary 02 2001-08-01 0.00000000
## 5 Waugh sanct. 07 2001-08-01 0.00000000
## 6 Dempsey 12 2001-08-01 0.00000000
## 7 Branche sud aval 03 2001-08-01 0.18484255
## 8 Sewell 08 2001-08-01 0.00000000
## 9 Pok amont 04 2001-08-01 0.49407361
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585
## 11 McConnell Six Rd 05 2001-08-01 0.00000000
## 12 Pollard 10 2001-08-01 0.00000000
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585
## 14 Pollard 10 2001-08-28 0.00000000
## 15 br. sud amont 01 2001-08-28 0.00000000
## 16 Morrison 06 2001-08-28 0.02152231
## 17 Malt 11 2001-08-28 0.00000000
## 18 Suggary 02 2001-08-28 0.00000000
## 19 Waugh sanct. 07 2001-08-28 0.00000000
## 20 Dempsey 12 2001-08-28 0.00000000
## 21 Branche sud aval 03 2001-08-28 0.18484255
## 22 Sewell 08 2001-08-28 0.00000000
## 23 Pok amont 04 2001-08-28 0.49407361
## 24 McConnell Six Rd 05 2001-08-28 0.00000000
## 25 Pok amont 04 2001-09-26 0.49407361
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585
## 27 McConnell Six Rd 05 2001-09-26 0.00000000
## 28 Pollard 10 2001-09-26 0.00000000
## 29 br. sud amont 01 2001-09-26 0.00000000
## 30 Morrison 06 2001-09-26 0.02152231
## 31 Malt 11 2001-09-26 0.00000000
## 32 Suggary 02 2001-09-26 0.00000000
## 33 Waugh sanct. 07 2001-09-26 0.00000000
## 34 Dempsey 12 2001-09-26 0.00000000
## 35 Branche sud aval 03 2001-09-26 0.18484255
## 36 Sewell 08 2001-09-26 0.00000000
## 37 Sewell 08 2001-10-31 0.00000000
## 38 Pok amont 04 2001-10-31 0.49407361
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585
## 40 Morrison 06 2001-10-31 0.02152231
## 41 McConnell Six Rd 05 2001-10-31 0.00000000
## 42 Pollard 10 2001-10-31 0.00000000
## 43 br. sud amont 01 2001-10-31 0.00000000
## 44 Dempsey 12 2001-10-31 0.00000000
## 45 Malt 11 2001-10-31 0.00000000
## 46 Suggary 02 2001-10-31 0.00000000
## 47 Waugh sanct. 07 2001-10-31 0.00000000
## 48 Branche sud aval 03 2001-10-31 0.18484255
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585
## 50 Branche sud aval 03 2002-07-29 0.18484255
## 51 Sewell 08 2002-07-29 0.00000000
## 52 Pok amont 04 2002-07-29 0.49407361
## 53 br. sud amont 01 2002-07-29 0.00000000
## 54 Morrison 06 2002-07-29 0.02152231
## 55 McConnell Six Rd 05 2002-07-29 0.00000000
## 56 Pollard 10 2002-07-29 0.00000000
## 57 Waugh sanct. 07 2002-07-29 0.00000000
## 58 Dempsey 12 2002-07-29 0.00000000
## 59 Malt 11 2002-07-29 0.00000000
## 60 Suggary 02 2002-07-29 0.00000000
## 61 Pok amont 04 2002-08-28 0.49407361
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585
## 63 Dempsey 12 2002-08-28 0.00000000
## 64 Branche sud aval 03 2002-08-28 0.18484255
## 65 Sewell 08 2002-08-28 0.00000000
## 66 Pollard 10 2002-08-28 0.00000000
## 67 br. sud amont 01 2002-08-28 0.00000000
## 68 Morrison 06 2002-08-28 0.02152231
## 69 McConnell Six Rd 05 2002-08-28 0.00000000
## 70 Suggary 02 2002-08-28 0.00000000
## 71 Waugh sanct. 07 2002-08-28 0.00000000
## 72 Malt 11 2002-08-28 0.00000000
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585
## 74 Sewell 08 2002-10-02 0.00000000
## 75 Pok amont 04 2002-10-02 0.49407361
## 76 Waugh sanct. 07 2002-10-02 0.00000000
## 77 Dempsey 12 2002-10-02 0.00000000
## 78 Branche sud aval 03 2002-10-02 0.18484255
## 79 McConnell Six Rd 05 2002-10-02 0.00000000
## 80 Pollard 10 2002-10-02 0.00000000
## 81 br. sud amont 01 2002-10-02 0.00000000
## 82 Morrison 06 2002-10-02 0.02152231
## 83 Malt 11 2002-10-02 0.00000000
## 84 Suggary 02 2002-10-02 0.00000000
## 85 Pok amont 04 2002-10-31 0.49407361
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585
## 87 Branche sud aval 03 2002-10-31 0.18484255
## 88 Sewell 08 2002-10-31 0.00000000
## 89 Suggary 02 2002-10-31 0.00000000
## 90 Waugh sanct. 07 2002-10-31 0.00000000
## 91 Dempsey 12 2002-10-31 0.00000000
## 92 Morrison 06 2002-10-31 0.02152231
## 93 McConnell Six Rd 05 2002-10-31 0.00000000
## 94 Pollard 10 2002-10-31 0.00000000
## 95 br. sud amont 01 2002-10-31 0.00000000
## 96 Malt 11 2002-10-31 0.00000000
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctB_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.000000000
## 98 Dempsey 12 2021-07-28 0.017322835
## 99 Branche sud aval 03 2021-07-28 0.000000000
## 100 Sewell 08 2021-07-28 0.000000000
## 101 Waugh sanct. 07 2021-07-28 0.000000000
## 102 br. sud amont 01 2021-07-28 0.000000000
## 103 Morrison 06 2021-07-28 0.121775485
## 104 Malt 11 2021-07-28 0.000000000
## 105 McConnell Six Rd 05 2021-07-28 0.379288833
## 106 Pollard 10 2021-07-28 0.001886792
## 107 Pok amont 04 2021-07-28 0.000000000
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000
## 109 Malt 11 2021-08-31 0.001886792
## 110 Suggary 02 2021-08-31 0.000000000
## 111 Waugh sanct. 07 2021-08-31 0.000000000
## 112 Dempsey 12 2021-08-31 0.017322835
## 113 Branche sud aval 03 2021-08-31 0.000000000
## 114 Sewell 08 2021-08-31 0.000000000
## 115 Pollard 10 2021-08-31 0.000000000
## 116 br. sud amont 01 2021-08-31 0.000000000
## 117 Morrison 06 2021-08-31 0.121775485
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000
## 119 McConnell Six Rd 05 2021-08-31 0.379288833
## 120 Pok amont 04 2021-08-31 0.000000000
## 121 Suggary 02 2021-10-05 0.379288833
## 122 Morrison 06 2021-10-05 0.001886792
## 123 Malt 11 2021-10-05 0.000000000
## 124 Sewell 08 2021-10-05 0.000000000
## 125 Waugh sanct. 07 2021-10-05 0.000000000
## 126 Dempsey 12 2021-10-05 0.017322835
## 127 Branche sud aval 03 2021-10-05 0.000000000
## 128 McConnell Six Rd 05 2021-10-05 0.000000000
## 129 Pollard 10 2021-10-05 0.000000000
## 130 br. sud amont 01 2021-10-05 0.000000000
## 131 Pok amont 04 2021-10-05 0.121775485
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000
## 133 Malt 11 2021-10-28 0.000000000
## 134 Suggary 02 2021-10-28 0.379288833
## 135 br. sud amont 01 2021-10-28 0.001886792
## 136 Morrison 06 2021-10-28 0.017322835
## 137 Branche sud aval 03 2021-10-28 0.000000000
## 138 Sewell 08 2021-10-28 0.000000000
## 139 Waugh sanct. 07 2021-10-28 0.000000000
## 140 Dempsey 12 2021-10-28 0.000000000
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000
## 142 McConnell Six Rd 05 2021-10-28 0.000000000
## 143 Pollard 10 2021-10-28 0.000000000
## 144 Pok amont 04 2021-10-28 0.121775485
## 145 Pollard 10 2022-07-28 0.001886792
## 146 Morrison 06 2022-07-28 0.121775485
## 147 Malt 11 2022-07-28 0.000000000
## 148 Suggary 02 2022-07-28 0.379288833
## 149 br. sud amont 01 2022-07-28 0.000000000
## 150 Dempsey 12 2022-07-28 0.017322835
## 151 Branche sud aval 03 2022-07-28 0.000000000
## 152 Sewell 08 2022-07-28 0.000000000
## 153 Waugh sanct. 07 2022-07-28 0.000000000
## 154 Pok amont 04 2022-07-28 0.000000000
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000
## 156 McConnell Six Rd 05 2022-07-28 0.000000000
## 157 McConnell Six Rd 05 2022-09-01 0.379288833
## 158 Pollard 10 2022-09-01 0.001886792
## 159 br. sud amont 01 2022-09-01 0.000000000
## 160 Morrison 06 2022-09-01 0.121775485
## 161 Malt 11 2022-09-01 0.000000000
## 162 Suggary 02 2022-09-01 0.000000000
## 163 Waugh sanct. 07 2022-09-01 0.000000000
## 164 Dempsey 12 2022-09-01 0.017322835
## 165 Branche sud aval 03 2022-09-01 0.000000000
## 166 Sewell 08 2022-09-01 0.000000000
## 167 Pok amont 04 2022-09-01 0.000000000
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000
## 169 Sewell 08 2022-10-03 0.001886792
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000
## 171 McConnell Six Rd 05 2022-10-03 0.379288833
## 172 Pollard 10 2022-10-03 0.000000000
## 173 br. sud amont 01 2022-10-03 0.000000000
## 174 Morrison 06 2022-10-03 0.121775485
## 175 Malt 11 2022-10-03 0.000000000
## 176 Suggary 02 2022-10-03 0.000000000
## 177 Waugh sanct. 07 2022-10-03 0.000000000
## 178 Dempsey 12 2022-10-03 0.017322835
## 179 Branche sud aval 03 2022-10-03 0.000000000
## 180 Pok amont 04 2022-10-03 0.000000000
## 181 Branche sud aval 03 2022-11-01 0.379288833
## 182 Sewell 08 2022-11-01 0.001886792
## 183 Pok amont 04 2022-11-01 0.121775485
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000
## 185 McConnell Six Rd 05 2022-11-01 0.000000000
## 186 Pollard 10 2022-11-01 0.000000000
## 187 br. sud amont 01 2022-11-01 0.000000000
## 188 Morrison 06 2022-11-01 0.017322835
## 189 Malt 11 2022-11-01 0.000000000
## 190 Suggary 02 2022-11-01 0.000000000
## 191 Waugh sanct. 07 2022-11-01 0.000000000
## 192 Dempsey 12 2022-11-01 0.000000000
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le COT et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Boisé_vs_coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctB_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.00000000 10
## 2 Morrison 06 2001-08-01 0.02152231 80
## 3 Malt 11 2001-08-01 0.00000000 30
## 4 Suggary 02 2001-08-01 0.00000000 10
## 5 Waugh sanct. 07 2001-08-01 0.00000000 270
## 6 Dempsey 12 2001-08-01 0.00000000 50
## 7 Branche sud aval 03 2001-08-01 0.18484255 10
## 8 Sewell 08 2001-08-01 0.00000000 20
## 9 Pok amont 04 2001-08-01 0.49407361 10
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 10
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 30
## 12 Pollard 10 2001-08-01 0.00000000 110
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 10
## 14 Pollard 10 2001-08-28 0.00000000 50
## 15 br. sud amont 01 2001-08-28 0.00000000 120
## 16 Morrison 06 2001-08-28 0.02152231 90
## 17 Malt 11 2001-08-28 0.00000000 20
## 18 Suggary 02 2001-08-28 0.00000000 80
## 19 Waugh sanct. 07 2001-08-28 0.00000000 430
## 20 Dempsey 12 2001-08-28 0.00000000 20
## 21 Branche sud aval 03 2001-08-28 0.18484255 110
## 22 Sewell 08 2001-08-28 0.00000000 210
## 23 Pok amont 04 2001-08-28 0.49407361 10
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 250
## 25 Pok amont 04 2001-09-26 0.49407361 530
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 830
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 120
## 28 Pollard 10 2001-09-26 0.00000000 1240
## 29 br. sud amont 01 2001-09-26 0.00000000 2000
## 30 Morrison 06 2001-09-26 0.02152231 220
## 31 Malt 11 2001-09-26 0.00000000 150
## 32 Suggary 02 2001-09-26 0.00000000 150
## 33 Waugh sanct. 07 2001-09-26 0.00000000 590
## 34 Dempsey 12 2001-09-26 0.00000000 150
## 35 Branche sud aval 03 2001-09-26 0.18484255 660
## 36 Sewell 08 2001-09-26 0.00000000 190
## 37 Sewell 08 2001-10-31 0.00000000 140
## 38 Pok amont 04 2001-10-31 0.49407361 20
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 10
## 40 Morrison 06 2001-10-31 0.02152231 10
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 310
## 42 Pollard 10 2001-10-31 0.00000000 50
## 43 br. sud amont 01 2001-10-31 0.00000000 20
## 44 Dempsey 12 2001-10-31 0.00000000 10
## 45 Malt 11 2001-10-31 0.00000000 100
## 46 Suggary 02 2001-10-31 0.00000000 30
## 47 Waugh sanct. 07 2001-10-31 0.00000000 480
## 48 Branche sud aval 03 2001-10-31 0.18484255 30
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 10
## 50 Branche sud aval 03 2002-07-29 0.18484255 30
## 51 Sewell 08 2002-07-29 0.00000000 60
## 52 Pok amont 04 2002-07-29 0.49407361 10
## 53 br. sud amont 01 2002-07-29 0.00000000 20
## 54 Morrison 06 2002-07-29 0.02152231 10
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 10
## 56 Pollard 10 2002-07-29 0.00000000 660
## 57 Waugh sanct. 07 2002-07-29 0.00000000 80
## 58 Dempsey 12 2002-07-29 0.00000000 25
## 59 Malt 11 2002-07-29 0.00000000 10
## 60 Suggary 02 2002-07-29 0.00000000 10
## 61 Pok amont 04 2002-08-28 0.49407361 30
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 10
## 63 Dempsey 12 2002-08-28 0.00000000 10
## 64 Branche sud aval 03 2002-08-28 0.18484255 20
## 65 Sewell 08 2002-08-28 0.00000000 10
## 66 Pollard 10 2002-08-28 0.00000000 180
## 67 br. sud amont 01 2002-08-28 0.00000000 80
## 68 Morrison 06 2002-08-28 0.02152231 20
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 310
## 70 Suggary 02 2002-08-28 0.00000000 15
## 71 Waugh sanct. 07 2002-08-28 0.00000000 410
## 72 Malt 11 2002-08-28 0.00000000 30
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 10
## 74 Sewell 08 2002-10-02 0.00000000 25
## 75 Pok amont 04 2002-10-02 0.49407361 10
## 76 Waugh sanct. 07 2002-10-02 0.00000000 700
## 77 Dempsey 12 2002-10-02 0.00000000 30
## 78 Branche sud aval 03 2002-10-02 0.18484255 40
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 150
## 80 Pollard 10 2002-10-02 0.00000000 10
## 81 br. sud amont 01 2002-10-02 0.00000000 20
## 82 Morrison 06 2002-10-02 0.02152231 10
## 83 Malt 11 2002-10-02 0.00000000 90
## 84 Suggary 02 2002-10-02 0.00000000 20
## 85 Pok amont 04 2002-10-31 0.49407361 10
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 10
## 87 Branche sud aval 03 2002-10-31 0.18484255 10
## 88 Sewell 08 2002-10-31 0.00000000 10
## 89 Suggary 02 2002-10-31 0.00000000 50
## 90 Waugh sanct. 07 2002-10-31 0.00000000 40
## 91 Dempsey 12 2002-10-31 0.00000000 10
## 92 Morrison 06 2002-10-31 0.02152231 10
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 30
## 94 Pollard 10 2002-10-31 0.00000000 10
## 95 br. sud amont 01 2002-10-31 0.00000000 10
## 96 Malt 11 2002-10-31 0.00000000 10subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctB_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.000000000 20.0
## 98 Dempsey 12 2021-07-28 0.017322835 52.0
## 99 Branche sud aval 03 2021-07-28 0.000000000 74.0
## 100 Sewell 08 2021-07-28 0.000000000 98.0
## 101 Waugh sanct. 07 2021-07-28 0.000000000 52.0
## 102 br. sud amont 01 2021-07-28 0.000000000 75.0
## 103 Morrison 06 2021-07-28 0.121775485 30.0
## 104 Malt 11 2021-07-28 0.000000000 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 75.0
## 106 Pollard 10 2021-07-28 0.001886792 98.0
## 107 Pok amont 04 2021-07-28 0.000000000 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 20.0
## 109 Malt 11 2021-08-31 0.001886792 39.3
## 110 Suggary 02 2021-08-31 0.000000000 235.9
## 111 Waugh sanct. 07 2021-08-31 0.000000000 68.3
## 112 Dempsey 12 2021-08-31 0.017322835 49.6
## 113 Branche sud aval 03 2021-08-31 0.000000000 54.5
## 114 Sewell 08 2021-08-31 0.000000000 148.3
## 115 Pollard 10 2021-08-31 0.000000000 117.8
## 116 br. sud amont 01 2021-08-31 0.000000000 72.7
## 117 Morrison 06 2021-08-31 0.121775485 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 70.3
## 120 Pok amont 04 2021-08-31 0.000000000 15.6
## 121 Suggary 02 2021-10-05 0.379288833 41.7
## 122 Morrison 06 2021-10-05 0.001886792 24.6
## 123 Malt 11 2021-10-05 0.000000000 47.1
## 124 Sewell 08 2021-10-05 0.000000000 135.4
## 125 Waugh sanct. 07 2021-10-05 0.000000000 29.5
## 126 Dempsey 12 2021-10-05 0.017322835 54.8
## 127 Branche sud aval 03 2021-10-05 0.000000000 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 95.9
## 129 Pollard 10 2021-10-05 0.000000000 62.7
## 130 br. sud amont 01 2021-10-05 0.000000000 35.5
## 131 Pok amont 04 2021-10-05 0.121775485 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 27.5
## 133 Malt 11 2021-10-28 0.000000000 16.0
## 134 Suggary 02 2021-10-28 0.379288833 7.4
## 135 br. sud amont 01 2021-10-28 0.001886792 19.9
## 136 Morrison 06 2021-10-28 0.017322835 12.1
## 137 Branche sud aval 03 2021-10-28 0.000000000 39.9
## 138 Sewell 08 2021-10-28 0.000000000 48.1
## 139 Waugh sanct. 07 2021-10-28 0.000000000 38.4
## 140 Dempsey 12 2021-10-28 0.000000000 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 29.5
## 143 Pollard 10 2021-10-28 0.000000000 34.5
## 144 Pok amont 04 2021-10-28 0.121775485 14.6
## 145 Pollard 10 2022-07-28 0.001886792 57.6
## 146 Morrison 06 2022-07-28 0.121775485 133.4
## 147 Malt 11 2022-07-28 0.000000000 70.3
## 148 Suggary 02 2022-07-28 0.379288833 27.5
## 149 br. sud amont 01 2022-07-28 0.000000000 32.7
## 150 Dempsey 12 2022-07-28 0.017322835 41.7
## 151 Branche sud aval 03 2022-07-28 0.000000000 59.8
## 152 Sewell 08 2022-07-28 0.000000000 90.6
## 153 Waugh sanct. 07 2022-07-28 0.000000000 93.3
## 154 Pok amont 04 2022-07-28 0.000000000 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 82.0
## 158 Pollard 10 2022-09-01 0.001886792 1046.2
## 159 br. sud amont 01 2022-09-01 0.000000000 114.5
## 160 Morrison 06 2022-09-01 0.121775485 686.7
## 161 Malt 11 2022-09-01 0.000000000 69.1
## 162 Suggary 02 2022-09-01 0.000000000 40.2
## 163 Waugh sanct. 07 2022-09-01 0.000000000 88.0
## 164 Dempsey 12 2022-09-01 0.017322835 248.1
## 165 Branche sud aval 03 2022-09-01 0.000000000 70.3
## 166 Sewell 08 2022-09-01 0.000000000 172.2
## 167 Pok amont 04 2022-09-01 0.000000000 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 121.1
## 169 Sewell 08 2022-10-03 0.001886792 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 59.1
## 172 Pollard 10 2022-10-03 0.000000000 24.1
## 173 br. sud amont 01 2022-10-03 0.000000000 57.6
## 174 Morrison 06 2022-10-03 0.121775485 47.4
## 175 Malt 11 2022-10-03 0.000000000 5.2
## 176 Suggary 02 2022-10-03 0.000000000 9.7
## 177 Waugh sanct. 07 2022-10-03 0.000000000 65.7
## 178 Dempsey 12 2022-10-03 0.017322835 48.0
## 179 Branche sud aval 03 2022-10-03 0.000000000 13.4
## 180 Pok amont 04 2022-10-03 0.000000000 8.4
## 181 Branche sud aval 03 2022-11-01 0.379288833 24.6
## 182 Sewell 08 2022-11-01 0.001886792 115.3
## 183 Pok amont 04 2022-11-01 0.121775485 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 72.3
## 186 Pollard 10 2022-11-01 0.000000000 20.3
## 187 br. sud amont 01 2022-11-01 0.000000000 37.3
## 188 Morrison 06 2022-11-01 0.017322835 39.9
## 189 Malt 11 2022-11-01 0.000000000 45.0
## 190 Suggary 02 2022-11-01 0.000000000 8.5
## 191 Waugh sanct. 07 2022-11-01 0.000000000 249.5
## 192 Dempsey 12 2022-11-01 0.000000000 53.8ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=E.coli_MPN_100.mL,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=E.coli_MPN_100.mL,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Boisé_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctB_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.00000000 0.0080
## 2 Morrison 06 2001-08-01 0.02152231 0.0080
## 3 Malt 11 2001-08-01 0.00000000 0.0110
## 4 Suggary 02 2001-08-01 0.00000000 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.00000000 0.0150
## 6 Dempsey 12 2001-08-01 0.00000000 0.0140
## 7 Branche sud aval 03 2001-08-01 0.18484255 0.0080
## 8 Sewell 08 2001-08-01 0.00000000 0.0110
## 9 Pok amont 04 2001-08-01 0.49407361 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 0.0160
## 12 Pollard 10 2001-08-01 0.00000000 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 0.0070
## 14 Pollard 10 2001-08-28 0.00000000 0.0170
## 15 br. sud amont 01 2001-08-28 0.00000000 0.0060
## 16 Morrison 06 2001-08-28 0.02152231 0.0080
## 17 Malt 11 2001-08-28 0.00000000 0.0080
## 18 Suggary 02 2001-08-28 0.00000000 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.00000000 0.0090
## 20 Dempsey 12 2001-08-28 0.00000000 0.0110
## 21 Branche sud aval 03 2001-08-28 0.18484255 0.0070
## 22 Sewell 08 2001-08-28 0.00000000 0.0170
## 23 Pok amont 04 2001-08-28 0.49407361 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 0.0130
## 25 Pok amont 04 2001-09-26 0.49407361 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 0.0130
## 28 Pollard 10 2001-09-26 0.00000000 0.0155
## 29 br. sud amont 01 2001-09-26 0.00000000 0.0130
## 30 Morrison 06 2001-09-26 0.02152231 0.0080
## 31 Malt 11 2001-09-26 0.00000000 0.0120
## 32 Suggary 02 2001-09-26 0.00000000 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.00000000 0.0140
## 34 Dempsey 12 2001-09-26 0.00000000 0.0190
## 35 Branche sud aval 03 2001-09-26 0.18484255 0.0090
## 36 Sewell 08 2001-09-26 0.00000000 0.0120
## 37 Sewell 08 2001-10-31 0.00000000 0.0120
## 38 Pok amont 04 2001-10-31 0.49407361 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 0.0050
## 40 Morrison 06 2001-10-31 0.02152231 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 0.0110
## 42 Pollard 10 2001-10-31 0.00000000 0.0080
## 43 br. sud amont 01 2001-10-31 0.00000000 0.0050
## 44 Dempsey 12 2001-10-31 0.00000000 0.0090
## 45 Malt 11 2001-10-31 0.00000000 0.0070
## 46 Suggary 02 2001-10-31 0.00000000 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.00000000 0.0120
## 48 Branche sud aval 03 2001-10-31 0.18484255 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 0.0050
## 50 Branche sud aval 03 2002-07-29 0.18484255 0.0070
## 51 Sewell 08 2002-07-29 0.00000000 0.0200
## 52 Pok amont 04 2002-07-29 0.49407361 0.0060
## 53 br. sud amont 01 2002-07-29 0.00000000 0.0060
## 54 Morrison 06 2002-07-29 0.02152231 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 0.0130
## 56 Pollard 10 2002-07-29 0.00000000 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.00000000 0.0120
## 58 Dempsey 12 2002-07-29 0.00000000 0.0100
## 59 Malt 11 2002-07-29 0.00000000 0.0090
## 60 Suggary 02 2002-07-29 0.00000000 0.0070
## 61 Pok amont 04 2002-08-28 0.49407361 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 0.0090
## 63 Dempsey 12 2002-08-28 0.00000000 0.0130
## 64 Branche sud aval 03 2002-08-28 0.18484255 0.0080
## 65 Sewell 08 2002-08-28 0.00000000 0.0100
## 66 Pollard 10 2002-08-28 0.00000000 0.0160
## 67 br. sud amont 01 2002-08-28 0.00000000 0.0070
## 68 Morrison 06 2002-08-28 0.02152231 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 0.0140
## 70 Suggary 02 2002-08-28 0.00000000 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.00000000 0.0130
## 72 Malt 11 2002-08-28 0.00000000 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 0.0070
## 74 Sewell 08 2002-10-02 0.00000000 0.0155
## 75 Pok amont 04 2002-10-02 0.49407361 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.00000000 0.0090
## 77 Dempsey 12 2002-10-02 0.00000000 0.0120
## 78 Branche sud aval 03 2002-10-02 0.18484255 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 0.0110
## 80 Pollard 10 2002-10-02 0.00000000 0.0110
## 81 br. sud amont 01 2002-10-02 0.00000000 0.0050
## 82 Morrison 06 2002-10-02 0.02152231 0.0050
## 83 Malt 11 2002-10-02 0.00000000 0.0080
## 84 Suggary 02 2002-10-02 0.00000000 0.0070
## 85 Pok amont 04 2002-10-31 0.49407361 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 0.0050
## 87 Branche sud aval 03 2002-10-31 0.18484255 0.0050
## 88 Sewell 08 2002-10-31 0.00000000 0.0130
## 89 Suggary 02 2002-10-31 0.00000000 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.00000000 0.0080
## 91 Dempsey 12 2002-10-31 0.00000000 0.0080
## 92 Morrison 06 2002-10-31 0.02152231 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 0.0090
## 94 Pollard 10 2002-10-31 0.00000000 0.0060
## 95 br. sud amont 01 2002-10-31 0.00000000 0.0065
## 96 Malt 11 2002-10-31 0.00000000 0.0050subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctB_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.000000000 0.018
## 98 Dempsey 12 2021-07-28 0.017322835 0.024
## 99 Branche sud aval 03 2021-07-28 0.000000000 0.022
## 100 Sewell 08 2021-07-28 0.000000000 0.028
## 101 Waugh sanct. 07 2021-07-28 0.000000000 0.017
## 102 br. sud amont 01 2021-07-28 0.000000000 0.016
## 103 Morrison 06 2021-07-28 0.121775485 0.019
## 104 Malt 11 2021-07-28 0.000000000 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 0.026
## 106 Pollard 10 2021-07-28 0.001886792 0.051
## 107 Pok amont 04 2021-07-28 0.000000000 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 0.014
## 109 Malt 11 2021-08-31 0.001886792 0.005
## 110 Suggary 02 2021-08-31 0.000000000 0.011
## 111 Waugh sanct. 07 2021-08-31 0.000000000 0.006
## 112 Dempsey 12 2021-08-31 0.017322835 0.014
## 113 Branche sud aval 03 2021-08-31 0.000000000 0.009
## 114 Sewell 08 2021-08-31 0.000000000 0.015
## 115 Pollard 10 2021-08-31 0.000000000 0.073
## 116 br. sud amont 01 2021-08-31 0.000000000 0.016
## 117 Morrison 06 2021-08-31 0.121775485 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 0.029
## 120 Pok amont 04 2021-08-31 0.000000000 0.008
## 121 Suggary 02 2021-10-05 0.379288833 0.007
## 122 Morrison 06 2021-10-05 0.001886792 0.010
## 123 Malt 11 2021-10-05 0.000000000 0.012
## 124 Sewell 08 2021-10-05 0.000000000 0.024
## 125 Waugh sanct. 07 2021-10-05 0.000000000 0.019
## 126 Dempsey 12 2021-10-05 0.017322835 0.018
## 127 Branche sud aval 03 2021-10-05 0.000000000 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 0.025
## 129 Pollard 10 2021-10-05 0.000000000 0.037
## 130 br. sud amont 01 2021-10-05 0.000000000 0.019
## 131 Pok amont 04 2021-10-05 0.121775485 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 0.011
## 133 Malt 11 2021-10-28 0.000000000 0.009
## 134 Suggary 02 2021-10-28 0.379288833 0.009
## 135 br. sud amont 01 2021-10-28 0.001886792 0.013
## 136 Morrison 06 2021-10-28 0.017322835 0.011
## 137 Branche sud aval 03 2021-10-28 0.000000000 0.022
## 138 Sewell 08 2021-10-28 0.000000000 0.020
## 139 Waugh sanct. 07 2021-10-28 0.000000000 0.018
## 140 Dempsey 12 2021-10-28 0.000000000 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 0.018
## 143 Pollard 10 2021-10-28 0.000000000 0.033
## 144 Pok amont 04 2021-10-28 0.121775485 0.013
## 145 Pollard 10 2022-07-28 0.001886792 0.034
## 146 Morrison 06 2022-07-28 0.121775485 0.014
## 147 Malt 11 2022-07-28 0.000000000 0.008
## 148 Suggary 02 2022-07-28 0.379288833 0.009
## 149 br. sud amont 01 2022-07-28 0.000000000 0.016
## 150 Dempsey 12 2022-07-28 0.017322835 0.017
## 151 Branche sud aval 03 2022-07-28 0.000000000 0.013
## 152 Sewell 08 2022-07-28 0.000000000 0.019
## 153 Waugh sanct. 07 2022-07-28 0.000000000 0.011
## 154 Pok amont 04 2022-07-28 0.000000000 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 0.024
## 158 Pollard 10 2022-09-01 0.001886792 0.075
## 159 br. sud amont 01 2022-09-01 0.000000000 0.015
## 160 Morrison 06 2022-09-01 0.121775485 0.021
## 161 Malt 11 2022-09-01 0.000000000 0.008
## 162 Suggary 02 2022-09-01 0.000000000 0.010
## 163 Waugh sanct. 07 2022-09-01 0.000000000 0.021
## 164 Dempsey 12 2022-09-01 0.017322835 0.021
## 165 Branche sud aval 03 2022-09-01 0.000000000 0.016
## 166 Sewell 08 2022-09-01 0.000000000 0.019
## 167 Pok amont 04 2022-09-01 0.000000000 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 0.012
## 169 Sewell 08 2022-10-03 0.001886792 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 0.022
## 172 Pollard 10 2022-10-03 0.000000000 0.049
## 173 br. sud amont 01 2022-10-03 0.000000000 0.016
## 174 Morrison 06 2022-10-03 0.121775485 0.014
## 175 Malt 11 2022-10-03 0.000000000 0.007
## 176 Suggary 02 2022-10-03 0.000000000 0.005
## 177 Waugh sanct. 07 2022-10-03 0.000000000 0.013
## 178 Dempsey 12 2022-10-03 0.017322835 0.013
## 179 Branche sud aval 03 2022-10-03 0.000000000 0.009
## 180 Pok amont 04 2022-10-03 0.000000000 0.013
## 181 Branche sud aval 03 2022-11-01 0.379288833 0.013
## 182 Sewell 08 2022-11-01 0.001886792 0.021
## 183 Pok amont 04 2022-11-01 0.121775485 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 0.020
## 186 Pollard 10 2022-11-01 0.000000000 0.041
## 187 br. sud amont 01 2022-11-01 0.000000000 0.020
## 188 Morrison 06 2022-11-01 0.017322835 0.018
## 189 Malt 11 2022-11-01 0.000000000 0.009
## 190 Suggary 02 2022-11-01 0.000000000 0.010
## 191 Waugh sanct. 07 2022-11-01 0.000000000 0.017
## 192 Dempsey 12 2022-11-01 0.000000000 0.021ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Boisé_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctB_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctB_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.00000000 0.0500
## 2 Morrison 06 2001-08-01 0.02152231 0.0940
## 3 Malt 11 2001-08-01 0.00000000 0.0500
## 4 Suggary 02 2001-08-01 0.00000000 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.00000000 0.0500
## 6 Dempsey 12 2001-08-01 0.00000000 0.0500
## 7 Branche sud aval 03 2001-08-01 0.18484255 0.0500
## 8 Sewell 08 2001-08-01 0.00000000 0.1360
## 9 Pok amont 04 2001-08-01 0.49407361 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.01273585 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.00000000 0.2510
## 12 Pollard 10 2001-08-01 0.00000000 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.01273585 0.0500
## 14 Pollard 10 2001-08-28 0.00000000 0.3010
## 15 br. sud amont 01 2001-08-28 0.00000000 0.0500
## 16 Morrison 06 2001-08-28 0.02152231 0.0910
## 17 Malt 11 2001-08-28 0.00000000 0.0500
## 18 Suggary 02 2001-08-28 0.00000000 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.00000000 0.0500
## 20 Dempsey 12 2001-08-28 0.00000000 0.0500
## 21 Branche sud aval 03 2001-08-28 0.18484255 0.0500
## 22 Sewell 08 2001-08-28 0.00000000 0.1330
## 23 Pok amont 04 2001-08-28 0.49407361 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.00000000 0.2810
## 25 Pok amont 04 2001-09-26 0.49407361 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.01273585 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.00000000 0.2110
## 28 Pollard 10 2001-09-26 0.00000000 0.1845
## 29 br. sud amont 01 2001-09-26 0.00000000 0.0770
## 30 Morrison 06 2001-09-26 0.02152231 0.0500
## 31 Malt 11 2001-09-26 0.00000000 0.0500
## 32 Suggary 02 2001-09-26 0.00000000 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.00000000 0.0500
## 34 Dempsey 12 2001-09-26 0.00000000 0.0500
## 35 Branche sud aval 03 2001-09-26 0.18484255 0.0500
## 36 Sewell 08 2001-09-26 0.00000000 0.0500
## 37 Sewell 08 2001-10-31 0.00000000 0.0500
## 38 Pok amont 04 2001-10-31 0.49407361 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.01273585 0.0500
## 40 Morrison 06 2001-10-31 0.02152231 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.00000000 0.0500
## 42 Pollard 10 2001-10-31 0.00000000 0.2300
## 43 br. sud amont 01 2001-10-31 0.00000000 0.0500
## 44 Dempsey 12 2001-10-31 0.00000000 0.0500
## 45 Malt 11 2001-10-31 0.00000000 0.0500
## 46 Suggary 02 2001-10-31 0.00000000 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.00000000 0.0500
## 48 Branche sud aval 03 2001-10-31 0.18484255 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.01273585 0.0500
## 50 Branche sud aval 03 2002-07-29 0.18484255 0.0500
## 51 Sewell 08 2002-07-29 0.00000000 0.2200
## 52 Pok amont 04 2002-07-29 0.49407361 0.0700
## 53 br. sud amont 01 2002-07-29 0.00000000 0.0500
## 54 Morrison 06 2002-07-29 0.02152231 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.00000000 0.2800
## 56 Pollard 10 2002-07-29 0.00000000 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.00000000 0.0500
## 58 Dempsey 12 2002-07-29 0.00000000 0.0500
## 59 Malt 11 2002-07-29 0.00000000 0.0500
## 60 Suggary 02 2002-07-29 0.00000000 0.1900
## 61 Pok amont 04 2002-08-28 0.49407361 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.01273585 0.0500
## 63 Dempsey 12 2002-08-28 0.00000000 0.0500
## 64 Branche sud aval 03 2002-08-28 0.18484255 0.0500
## 65 Sewell 08 2002-08-28 0.00000000 0.0500
## 66 Pollard 10 2002-08-28 0.00000000 0.1800
## 67 br. sud amont 01 2002-08-28 0.00000000 0.0500
## 68 Morrison 06 2002-08-28 0.02152231 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.00000000 0.3000
## 70 Suggary 02 2002-08-28 0.00000000 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.00000000 0.0500
## 72 Malt 11 2002-08-28 0.00000000 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.01273585 0.0500
## 74 Sewell 08 2002-10-02 0.00000000 0.0500
## 75 Pok amont 04 2002-10-02 0.49407361 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.00000000 0.0500
## 77 Dempsey 12 2002-10-02 0.00000000 0.0500
## 78 Branche sud aval 03 2002-10-02 0.18484255 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.00000000 0.1900
## 80 Pollard 10 2002-10-02 0.00000000 0.1300
## 81 br. sud amont 01 2002-10-02 0.00000000 0.0500
## 82 Morrison 06 2002-10-02 0.02152231 0.0500
## 83 Malt 11 2002-10-02 0.00000000 0.0500
## 84 Suggary 02 2002-10-02 0.00000000 0.1300
## 85 Pok amont 04 2002-10-31 0.49407361 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.01273585 0.0500
## 87 Branche sud aval 03 2002-10-31 0.18484255 0.0500
## 88 Sewell 08 2002-10-31 0.00000000 0.2300
## 89 Suggary 02 2002-10-31 0.00000000 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.00000000 0.0800
## 91 Dempsey 12 2002-10-31 0.00000000 0.0500
## 92 Morrison 06 2002-10-31 0.02152231 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.00000000 0.2200
## 94 Pollard 10 2002-10-31 0.00000000 0.1900
## 95 br. sud amont 01 2002-10-31 0.00000000 0.0500
## 96 Malt 11 2002-10-31 0.00000000 0.1300subset(Period2, select=c(Station2, Date, pctB_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctB_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.000000000 0.11
## 98 Dempsey 12 2021-07-28 0.017322835 0.08
## 99 Branche sud aval 03 2021-07-28 0.000000000 0.05
## 100 Sewell 08 2021-07-28 0.000000000 0.17
## 101 Waugh sanct. 07 2021-07-28 0.000000000 0.06
## 102 br. sud amont 01 2021-07-28 0.000000000 0.08
## 103 Morrison 06 2021-07-28 0.121775485 0.05
## 104 Malt 11 2021-07-28 0.000000000 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.379288833 0.21
## 106 Pollard 10 2021-07-28 0.001886792 0.40
## 107 Pok amont 04 2021-07-28 0.000000000 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.000000000 0.18
## 109 Malt 11 2021-08-31 0.001886792 0.06
## 110 Suggary 02 2021-08-31 0.000000000 0.12
## 111 Waugh sanct. 07 2021-08-31 0.000000000 0.05
## 112 Dempsey 12 2021-08-31 0.017322835 0.08
## 113 Branche sud aval 03 2021-08-31 0.000000000 0.06
## 114 Sewell 08 2021-08-31 0.000000000 0.12
## 115 Pollard 10 2021-08-31 0.000000000 0.32
## 116 br. sud amont 01 2021-08-31 0.000000000 0.05
## 117 Morrison 06 2021-08-31 0.121775485 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.000000000 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.379288833 0.21
## 120 Pok amont 04 2021-08-31 0.000000000 0.10
## 121 Suggary 02 2021-10-05 0.379288833 0.17
## 122 Morrison 06 2021-10-05 0.001886792 0.06
## 123 Malt 11 2021-10-05 0.000000000 0.12
## 124 Sewell 08 2021-10-05 0.000000000 0.13
## 125 Waugh sanct. 07 2021-10-05 0.000000000 0.05
## 126 Dempsey 12 2021-10-05 0.017322835 0.09
## 127 Branche sud aval 03 2021-10-05 0.000000000 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.000000000 0.33
## 129 Pollard 10 2021-10-05 0.000000000 0.38
## 130 br. sud amont 01 2021-10-05 0.000000000 0.05
## 131 Pok amont 04 2021-10-05 0.121775485 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.000000000 0.22
## 133 Malt 11 2021-10-28 0.000000000 0.07
## 134 Suggary 02 2021-10-28 0.379288833 0.15
## 135 br. sud amont 01 2021-10-28 0.001886792 0.05
## 136 Morrison 06 2021-10-28 0.017322835 0.08
## 137 Branche sud aval 03 2021-10-28 0.000000000 0.07
## 138 Sewell 08 2021-10-28 0.000000000 0.14
## 139 Waugh sanct. 07 2021-10-28 0.000000000 0.05
## 140 Dempsey 12 2021-10-28 0.000000000 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.000000000 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.000000000 0.36
## 143 Pollard 10 2021-10-28 0.000000000 0.38
## 144 Pok amont 04 2021-10-28 0.121775485 0.13
## 145 Pollard 10 2022-07-28 0.001886792 0.40
## 146 Morrison 06 2022-07-28 0.121775485 0.08
## 147 Malt 11 2022-07-28 0.000000000 0.06
## 148 Suggary 02 2022-07-28 0.379288833 0.11
## 149 br. sud amont 01 2022-07-28 0.000000000 0.05
## 150 Dempsey 12 2022-07-28 0.017322835 0.11
## 151 Branche sud aval 03 2022-07-28 0.000000000 0.07
## 152 Sewell 08 2022-07-28 0.000000000 0.17
## 153 Waugh sanct. 07 2022-07-28 0.000000000 0.05
## 154 Pok amont 04 2022-07-28 0.000000000 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.000000000 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.000000000 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.379288833 0.26
## 158 Pollard 10 2022-09-01 0.001886792 0.53
## 159 br. sud amont 01 2022-09-01 0.000000000 0.05
## 160 Morrison 06 2022-09-01 0.121775485 0.06
## 161 Malt 11 2022-09-01 0.000000000 0.10
## 162 Suggary 02 2022-09-01 0.000000000 0.13
## 163 Waugh sanct. 07 2022-09-01 0.000000000 0.10
## 164 Dempsey 12 2022-09-01 0.017322835 0.15
## 165 Branche sud aval 03 2022-09-01 0.000000000 0.06
## 166 Sewell 08 2022-09-01 0.000000000 0.17
## 167 Pok amont 04 2022-09-01 0.000000000 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.000000000 0.12
## 169 Sewell 08 2022-10-03 0.001886792 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.000000000 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.379288833 0.27
## 172 Pollard 10 2022-10-03 0.000000000 0.50
## 173 br. sud amont 01 2022-10-03 0.000000000 0.06
## 174 Morrison 06 2022-10-03 0.121775485 0.05
## 175 Malt 11 2022-10-03 0.000000000 0.06
## 176 Suggary 02 2022-10-03 0.000000000 0.15
## 177 Waugh sanct. 07 2022-10-03 0.000000000 0.09
## 178 Dempsey 12 2022-10-03 0.017322835 0.09
## 179 Branche sud aval 03 2022-10-03 0.000000000 0.05
## 180 Pok amont 04 2022-10-03 0.000000000 0.05
## 181 Branche sud aval 03 2022-11-01 0.379288833 0.05
## 182 Sewell 08 2022-11-01 0.001886792 0.15
## 183 Pok amont 04 2022-11-01 0.121775485 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.000000000 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.000000000 0.25
## 186 Pollard 10 2022-11-01 0.000000000 0.54
## 187 br. sud amont 01 2022-11-01 0.000000000 0.07
## 188 Morrison 06 2022-11-01 0.017322835 0.09
## 189 Malt 11 2022-11-01 0.000000000 0.07
## 190 Suggary 02 2022-11-01 0.000000000 0.16
## 191 Waugh sanct. 07 2022-11-01 0.000000000 0.06
## 192 Dempsey 12 2022-11-01 0.000000000 0.11ggplot() +
geom_point(data=Period1, aes(x=pctB_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctB_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctB_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctB_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les superficies boisés",
x=" Les superficies boisés (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
c: superficie de succession naturelle
# Crée la variable pourcentage
Period1$pctN_supdrainee_1990 = Period1$N_km2_supdrainee_1990 /
Period1$sup_drainee_km2_sbv
Period2$pctN_supdrainee_2020 = Period1$N_km2_supdrainee_2020 /
Period1$sup_drainee_km2_sbvsuperficie_naturels_vs_température
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Temp_eau_YSI_degC))## Station2 Date pctN_supdrainee_1990 Temp_eau_YSI_degC
## 1 br. sud amont 01 2001-08-01 0.001041124 11.5
## 2 Morrison 06 2001-08-01 0.002099738 10.2
## 3 Malt 11 2001-08-01 0.008588298 25.2
## 4 Suggary 02 2001-08-01 0.000000000 14.4
## 5 Waugh sanct. 07 2001-08-01 0.015444015 10.8
## 6 Dempsey 12 2001-08-01 0.003407984 20.4
## 7 Branche sud aval 03 2001-08-01 0.002134851 13.5
## 8 Sewell 08 2001-08-01 0.002027027 12.8
## 9 Pok amont 04 2001-08-01 0.004366812 11.4
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 14.5
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 9.0
## 12 Pollard 10 2001-08-01 0.000000000 15.1
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 9.3
## 14 Pollard 10 2001-08-28 0.000000000 12.0
## 15 br. sud amont 01 2001-08-28 0.001041124 10.0
## 16 Morrison 06 2001-08-28 0.002099738 NaN
## 17 Malt 11 2001-08-28 0.008588298 8.8
## 18 Suggary 02 2001-08-28 0.000000000 13.0
## 19 Waugh sanct. 07 2001-08-28 0.015444015 10.6
## 20 Dempsey 12 2001-08-28 0.003407984 13.5
## 21 Branche sud aval 03 2001-08-28 0.002134851 11.5
## 22 Sewell 08 2001-08-28 0.002027027 13.5
## 23 Pok amont 04 2001-08-28 0.004366812 8.4
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 10.9
## 25 Pok amont 04 2001-09-26 0.004366812 9.8
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 10.7
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 11.8
## 28 Pollard 10 2001-09-26 0.000000000 12.7
## 29 br. sud amont 01 2001-09-26 0.001041124 11.5
## 30 Morrison 06 2001-09-26 0.002099738 11.2
## 31 Malt 11 2001-09-26 0.008588298 9.3
## 32 Suggary 02 2001-09-26 0.000000000 12.9
## 33 Waugh sanct. 07 2001-09-26 0.015444015 10.4
## 34 Dempsey 12 2001-09-26 0.003407984 13.4
## 35 Branche sud aval 03 2001-09-26 0.002134851 12.0
## 36 Sewell 08 2001-09-26 0.002027027 12.9
## 37 Sewell 08 2001-10-31 0.002027027 1.4
## 38 Pok amont 04 2001-10-31 0.004366812 4.8
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 3.0
## 40 Morrison 06 2001-10-31 0.002099738 1.8
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 2.1
## 42 Pollard 10 2001-10-31 0.000000000 3.3
## 43 br. sud amont 01 2001-10-31 0.001041124 2.7
## 44 Dempsey 12 2001-10-31 0.003407984 3.9
## 45 Malt 11 2001-10-31 0.008588298 4.8
## 46 Suggary 02 2001-10-31 0.000000000 2.1
## 47 Waugh sanct. 07 2001-10-31 0.015444015 2.7
## 48 Branche sud aval 03 2001-10-31 0.002134851 2.3
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 17.5
## 50 Branche sud aval 03 2002-07-29 0.002134851 15.7
## 51 Sewell 08 2002-07-29 0.002027027 16.8
## 52 Pok amont 04 2002-07-29 0.004366812 13.3
## 53 br. sud amont 01 2002-07-29 0.001041124 14.7
## 54 Morrison 06 2002-07-29 0.002099738 17.3
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 17.4
## 56 Pollard 10 2002-07-29 0.000000000 17.0
## 57 Waugh sanct. 07 2002-07-29 0.015444015 16.4
## 58 Dempsey 12 2002-07-29 0.003407984 15.6
## 59 Malt 11 2002-07-29 0.008588298 14.9
## 60 Suggary 02 2002-07-29 0.000000000 17.9
## 61 Pok amont 04 2002-08-28 0.004366812 8.0
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 10.2
## 63 Dempsey 12 2002-08-28 0.003407984 13.2
## 64 Branche sud aval 03 2002-08-28 0.002134851 11.3
## 65 Sewell 08 2002-08-28 0.002027027 13.1
## 66 Pollard 10 2002-08-28 0.000000000 11.1
## 67 br. sud amont 01 2002-08-28 0.001041124 11.1
## 68 Morrison 06 2002-08-28 0.002099738 9.9
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 12.9
## 70 Suggary 02 2002-08-28 0.000000000 10.6
## 71 Waugh sanct. 07 2002-08-28 0.015444015 10.1
## 72 Malt 11 2002-08-28 0.008588298 7.9
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 10.7
## 74 Sewell 08 2002-10-02 0.002027027 12.7
## 75 Pok amont 04 2002-10-02 0.004366812 7.8
## 76 Waugh sanct. 07 2002-10-02 0.015444015 10.7
## 77 Dempsey 12 2002-10-02 0.003407984 11.1
## 78 Branche sud aval 03 2002-10-02 0.002134851 10.9
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 12.9
## 80 Pollard 10 2002-10-02 0.000000000 10.8
## 81 br. sud amont 01 2002-10-02 0.001041124 11.0
## 82 Morrison 06 2002-10-02 0.002099738 10.5
## 83 Malt 11 2002-10-02 0.008588298 7.8
## 84 Suggary 02 2002-10-02 0.000000000 10.3
## 85 Pok amont 04 2002-10-31 0.004366812 4.6
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 2.7
## 87 Branche sud aval 03 2002-10-31 0.002134851 NaN
## 88 Sewell 08 2002-10-31 0.002027027 1.6
## 89 Suggary 02 2002-10-31 0.000000000 2.7
## 90 Waugh sanct. 07 2002-10-31 0.015444015 2.7
## 91 Dempsey 12 2002-10-31 0.003407984 3.3
## 92 Morrison 06 2002-10-31 0.002099738 1.7
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 2.3
## 94 Pollard 10 2002-10-31 0.000000000 2.7
## 95 br. sud amont 01 2002-10-31 0.001041124 2.5
## 96 Malt 11 2002-10-31 0.008588298 4.4subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Temp_eau_YSI_degC))## Station2 Date pctN_supdrainee_2020 Temp_eau_YSI_degC
## 97 Suggary 02 2021-07-28 0.0015616866 11.5
## 98 Dempsey 12 2021-07-28 0.0020997375 16.1
## 99 Branche sud aval 03 2021-07-28 0.0010735373 15.5
## 100 Sewell 08 2021-07-28 0.0000000000 14.2
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 12.1
## 102 br. sud amont 01 2021-07-28 0.0009737098 14.0
## 103 Morrison 06 2021-07-28 0.0021348514 15.7
## 104 Malt 11 2021-07-28 0.0016891892 11.7
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 16.9
## 106 Pollard 10 2021-07-28 0.0028301887 14.6
## 107 Pok amont 04 2021-07-28 0.0000000000 11.2
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 11.9
## 109 Malt 11 2021-08-31 0.0028301887 12.0
## 110 Suggary 02 2021-08-31 0.0000000000 11.0
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 12.8
## 112 Dempsey 12 2021-08-31 0.0020997375 15.0
## 113 Branche sud aval 03 2021-08-31 0.0010735373 15.0
## 114 Sewell 08 2021-08-31 0.0000000000 14.6
## 115 Pollard 10 2021-08-31 0.0034749035 15.7
## 116 br. sud amont 01 2021-08-31 0.0009737098 13.7
## 117 Morrison 06 2021-08-31 0.0021348514 14.9
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 11.7
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 16.4
## 120 Pok amont 04 2021-08-31 0.0000000000 10.8
## 121 Suggary 02 2021-10-05 0.0043668122 6.3
## 122 Morrison 06 2021-10-05 0.0028301887 7.0
## 123 Malt 11 2021-10-05 0.0000000000 8.5
## 124 Sewell 08 2021-10-05 0.0000000000 8.0
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 9.0
## 126 Dempsey 12 2021-10-05 0.0020997375 8.7
## 127 Branche sud aval 03 2021-10-05 0.0010735373 7.9
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 7.9
## 129 Pollard 10 2021-10-05 0.0034749035 8.7
## 130 br. sud amont 01 2021-10-05 0.0009737098 7.3
## 131 Pok amont 04 2021-10-05 0.0021348514 7.4
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 6.4
## 133 Malt 11 2021-10-28 0.0016891892 7.1
## 134 Suggary 02 2021-10-28 0.0043668122 6.7
## 135 br. sud amont 01 2021-10-28 0.0028301887 7.0
## 136 Morrison 06 2021-10-28 0.0020997375 6.4
## 137 Branche sud aval 03 2021-10-28 0.0000000000 6.7
## 138 Sewell 08 2021-10-28 0.0000000000 7.4
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 7.3
## 140 Dempsey 12 2021-10-28 0.0009737098 7.3
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 6.7
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 7.2
## 143 Pollard 10 2021-10-28 0.0034749035 7.5
## 144 Pok amont 04 2021-10-28 0.0021348514 7.2
## 145 Pollard 10 2022-07-28 0.0028301887 14.2
## 146 Morrison 06 2022-07-28 0.0021348514 13.3
## 147 Malt 11 2022-07-28 0.0016891892 12.9
## 148 Suggary 02 2022-07-28 0.0043668122 11.4
## 149 br. sud amont 01 2022-07-28 0.0015616866 14.9
## 150 Dempsey 12 2022-07-28 0.0020997375 15.3
## 151 Branche sud aval 03 2022-07-28 0.0000000000 15.5
## 152 Sewell 08 2022-07-28 0.0000000000 15.1
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 13.1
## 154 Pok amont 04 2022-07-28 0.0009737098 11.9
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 11.1
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 13.8
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 16.2
## 158 Pollard 10 2022-09-01 0.0028301887 15.1
## 159 br. sud amont 01 2022-09-01 0.0009737098 14.8
## 160 Morrison 06 2022-09-01 0.0021348514 15.0
## 161 Malt 11 2022-09-01 0.0016891892 12.3
## 162 Suggary 02 2022-09-01 0.0000000000 11.9
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 14.0
## 164 Dempsey 12 2022-09-01 0.0020997375 15.0
## 165 Branche sud aval 03 2022-09-01 0.0000000000 16.2
## 166 Sewell 08 2022-09-01 0.0000000000 15.9
## 167 Pok amont 04 2022-09-01 0.0034749035 12.1
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 12.9
## 169 Sewell 08 2022-10-03 0.0028301887 6.2
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 4.7
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 6.5
## 172 Pollard 10 2022-10-03 0.0034749035 6.5
## 173 br. sud amont 01 2022-10-03 0.0009737098 5.6
## 174 Morrison 06 2022-10-03 0.0021348514 4.7
## 175 Malt 11 2022-10-03 0.0000000000 7.9
## 176 Suggary 02 2022-10-03 0.0000000000 4.5
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 6.3
## 178 Dempsey 12 2022-10-03 0.0020997375 6.0
## 179 Branche sud aval 03 2022-10-03 0.0010735373 6.2
## 180 Pok amont 04 2022-10-03 0.0000000000 6.5
## 181 Branche sud aval 03 2022-11-01 0.0043668122 6.5
## 182 Sewell 08 2022-11-01 0.0028301887 7.1
## 183 Pok amont 04 2022-11-01 0.0021348514 6.3
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 6.1
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 7.4
## 186 Pollard 10 2022-11-01 0.0034749035 8.0
## 187 br. sud amont 01 2022-11-01 0.0009737098 7.0
## 188 Morrison 06 2022-11-01 0.0020997375 5.9
## 189 Malt 11 2022-11-01 0.0000000000 7.6
## 190 Suggary 02 2022-11-01 0.0000000000 6.5
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 7.3
## 192 Dempsey 12 2022-11-01 0.0010735373 7.8ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la température et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Temp_eau_YSI_degC") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
superficie_naturels_vs_oxygène
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Oxyg_dissous_YSI_mg_L))## Station2 Date pctN_supdrainee_1990 Oxyg_dissous_YSI_mg_L
## 1 br. sud amont 01 2001-08-01 0.001041124 11.30
## 2 Morrison 06 2001-08-01 0.002099738 10.60
## 3 Malt 11 2001-08-01 0.008588298 11.80
## 4 Suggary 02 2001-08-01 0.000000000 10.50
## 5 Waugh sanct. 07 2001-08-01 0.015444015 10.40
## 6 Dempsey 12 2001-08-01 0.003407984 8.10
## 7 Branche sud aval 03 2001-08-01 0.002134851 11.00
## 8 Sewell 08 2001-08-01 0.002027027 11.10
## 9 Pok amont 04 2001-08-01 0.004366812 9.70
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 10.50
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 12.10
## 12 Pollard 10 2001-08-01 0.000000000 9.50
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 10.60
## 14 Pollard 10 2001-08-28 0.000000000 9.60
## 15 br. sud amont 01 2001-08-28 0.001041124 10.12
## 16 Morrison 06 2001-08-28 0.002099738 NaN
## 17 Malt 11 2001-08-28 0.008588298 10.60
## 18 Suggary 02 2001-08-28 0.000000000 9.45
## 19 Waugh sanct. 07 2001-08-28 0.015444015 10.00
## 20 Dempsey 12 2001-08-28 0.003407984 8.80
## 21 Branche sud aval 03 2001-08-28 0.002134851 10.00
## 22 Sewell 08 2001-08-28 0.002027027 9.40
## 23 Pok amont 04 2001-08-28 0.004366812 10.50
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 10.00
## 25 Pok amont 04 2001-09-26 0.004366812 8.00
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 9.00
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 8.51
## 28 Pollard 10 2001-09-26 0.000000000 8.40
## 29 br. sud amont 01 2001-09-26 0.001041124 8.50
## 30 Morrison 06 2001-09-26 0.002099738 8.60
## 31 Malt 11 2001-09-26 0.008588298 9.00
## 32 Suggary 02 2001-09-26 0.000000000 8.44
## 33 Waugh sanct. 07 2001-09-26 0.015444015 8.62
## 34 Dempsey 12 2001-09-26 0.003407984 8.30
## 35 Branche sud aval 03 2001-09-26 0.002134851 9.20
## 36 Sewell 08 2001-09-26 0.002027027 7.92
## 37 Sewell 08 2001-10-31 0.002027027 7.70
## 38 Pok amont 04 2001-10-31 0.004366812 8.40
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 9.46
## 40 Morrison 06 2001-10-31 0.002099738 9.84
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 8.70
## 42 Pollard 10 2001-10-31 0.000000000 8.85
## 43 br. sud amont 01 2001-10-31 0.001041124 7.80
## 44 Dempsey 12 2001-10-31 0.003407984 8.43
## 45 Malt 11 2001-10-31 0.008588298 9.20
## 46 Suggary 02 2001-10-31 0.000000000 7.30
## 47 Waugh sanct. 07 2001-10-31 0.015444015 8.00
## 48 Branche sud aval 03 2001-10-31 0.002134851 9.57
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 8.01
## 50 Branche sud aval 03 2002-07-29 0.002134851 8.50
## 51 Sewell 08 2002-07-29 0.002027027 7.60
## 52 Pok amont 04 2002-07-29 0.004366812 8.17
## 53 br. sud amont 01 2002-07-29 0.001041124 8.65
## 54 Morrison 06 2002-07-29 0.002099738 9.76
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 7.10
## 56 Pollard 10 2002-07-29 0.000000000 7.45
## 57 Waugh sanct. 07 2002-07-29 0.015444015 7.90
## 58 Dempsey 12 2002-07-29 0.003407984 8.30
## 59 Malt 11 2002-07-29 0.008588298 8.90
## 60 Suggary 02 2002-07-29 0.000000000 8.20
## 61 Pok amont 04 2002-08-28 0.004366812 10.65
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 9.46
## 63 Dempsey 12 2002-08-28 0.003407984 8.20
## 64 Branche sud aval 03 2002-08-28 0.002134851 10.41
## 65 Sewell 08 2002-08-28 0.002027027 9.80
## 66 Pollard 10 2002-08-28 0.000000000 9.02
## 67 br. sud amont 01 2002-08-28 0.001041124 10.20
## 68 Morrison 06 2002-08-28 0.002099738 11.17
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 11.05
## 70 Suggary 02 2002-08-28 0.000000000 11.24
## 71 Waugh sanct. 07 2002-08-28 0.015444015 10.00
## 72 Malt 11 2002-08-28 0.008588298 10.00
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 4.42
## 74 Sewell 08 2002-10-02 0.002027027 6.84
## 75 Pok amont 04 2002-10-02 0.004366812 7.20
## 76 Waugh sanct. 07 2002-10-02 0.015444015 6.10
## 77 Dempsey 12 2002-10-02 0.003407984 5.70
## 78 Branche sud aval 03 2002-10-02 0.002134851 7.10
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 7.49
## 80 Pollard 10 2002-10-02 0.000000000 6.80
## 81 br. sud amont 01 2002-10-02 0.001041124 7.16
## 82 Morrison 06 2002-10-02 0.002099738 7.60
## 83 Malt 11 2002-10-02 0.008588298 6.40
## 84 Suggary 02 2002-10-02 0.000000000 8.08
## 85 Pok amont 04 2002-10-31 0.004366812 7.50
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 8.50
## 87 Branche sud aval 03 2002-10-31 0.002134851 NaN
## 88 Sewell 08 2002-10-31 0.002027027 8.30
## 89 Suggary 02 2002-10-31 0.000000000 8.60
## 90 Waugh sanct. 07 2002-10-31 0.015444015 7.00
## 91 Dempsey 12 2002-10-31 0.003407984 7.40
## 92 Morrison 06 2002-10-31 0.002099738 8.30
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 7.60
## 94 Pollard 10 2002-10-31 0.000000000 7.60
## 95 br. sud amont 01 2002-10-31 0.001041124 8.20
## 96 Malt 11 2002-10-31 0.008588298 8.00subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Oxyg_dissous_YSI_mg_L))## Station2 Date pctN_supdrainee_2020 Oxyg_dissous_YSI_mg_L
## 97 Suggary 02 2021-07-28 0.0015616866 9.68
## 98 Dempsey 12 2021-07-28 0.0020997375 9.38
## 99 Branche sud aval 03 2021-07-28 0.0010735373 8.51
## 100 Sewell 08 2021-07-28 0.0000000000 9.29
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 9.84
## 102 br. sud amont 01 2021-07-28 0.0009737098 8.43
## 103 Morrison 06 2021-07-28 0.0021348514 9.04
## 104 Malt 11 2021-07-28 0.0016891892 9.73
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 8.70
## 106 Pollard 10 2021-07-28 0.0028301887 9.81
## 107 Pok amont 04 2021-07-28 0.0000000000 9.22
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 10.29
## 109 Malt 11 2021-08-31 0.0028301887 11.07
## 110 Suggary 02 2021-08-31 0.0000000000 10.16
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 10.03
## 112 Dempsey 12 2021-08-31 0.0020997375 9.51
## 113 Branche sud aval 03 2021-08-31 0.0010735373 8.83
## 114 Sewell 08 2021-08-31 0.0000000000 8.18
## 115 Pollard 10 2021-08-31 0.0034749035 8.15
## 116 br. sud amont 01 2021-08-31 0.0009737098 7.94
## 117 Morrison 06 2021-08-31 0.0021348514 9.14
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 10.42
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 8.54
## 120 Pok amont 04 2021-08-31 0.0000000000 8.70
## 121 Suggary 02 2021-10-05 0.0043668122 12.14
## 122 Morrison 06 2021-10-05 0.0028301887 11.19
## 123 Malt 11 2021-10-05 0.0000000000 10.27
## 124 Sewell 08 2021-10-05 0.0000000000 11.17
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 10.42
## 126 Dempsey 12 2021-10-05 0.0020997375 10.86
## 127 Branche sud aval 03 2021-10-05 0.0010735373 10.40
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 10.87
## 129 Pollard 10 2021-10-05 0.0034749035 11.29
## 130 br. sud amont 01 2021-10-05 0.0009737098 10.74
## 131 Pok amont 04 2021-10-05 0.0021348514 10.75
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 11.40
## 133 Malt 11 2021-10-28 0.0016891892 10.50
## 134 Suggary 02 2021-10-28 0.0043668122 11.68
## 135 br. sud amont 01 2021-10-28 0.0028301887 10.93
## 136 Morrison 06 2021-10-28 0.0020997375 11.66
## 137 Branche sud aval 03 2021-10-28 0.0000000000 11.22
## 138 Sewell 08 2021-10-28 0.0000000000 11.44
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 10.96
## 140 Dempsey 12 2021-10-28 0.0009737098 8.77
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 11.26
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 10.41
## 143 Pollard 10 2021-10-28 0.0034749035 10.54
## 144 Pok amont 04 2021-10-28 0.0021348514 10.80
## 145 Pollard 10 2022-07-28 0.0028301887 10.75
## 146 Morrison 06 2022-07-28 0.0021348514 10.00
## 147 Malt 11 2022-07-28 0.0016891892 11.60
## 148 Suggary 02 2022-07-28 0.0043668122 11.40
## 149 br. sud amont 01 2022-07-28 0.0015616866 8.64
## 150 Dempsey 12 2022-07-28 0.0020997375 9.34
## 151 Branche sud aval 03 2022-07-28 0.0000000000 9.55
## 152 Sewell 08 2022-07-28 0.0000000000 9.50
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 9.90
## 154 Pok amont 04 2022-07-28 0.0009737098 9.52
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 11.52
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 10.40
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 9.19
## 158 Pollard 10 2022-09-01 0.0028301887 10.25
## 159 br. sud amont 01 2022-09-01 0.0009737098 8.28
## 160 Morrison 06 2022-09-01 0.0021348514 9.52
## 161 Malt 11 2022-09-01 0.0016891892 11.08
## 162 Suggary 02 2022-09-01 0.0000000000 10.24
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 9.22
## 164 Dempsey 12 2022-09-01 0.0020997375 9.44
## 165 Branche sud aval 03 2022-09-01 0.0000000000 8.95
## 166 Sewell 08 2022-09-01 0.0000000000 9.02
## 167 Pok amont 04 2022-09-01 0.0034749035 8.82
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 10.06
## 169 Sewell 08 2022-10-03 0.0028301887 10.03
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 12.38
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 12.20
## 172 Pollard 10 2022-10-03 0.0034749035 13.04
## 173 br. sud amont 01 2022-10-03 0.0009737098 11.04
## 174 Morrison 06 2022-10-03 0.0021348514 12.92
## 175 Malt 11 2022-10-03 0.0000000000 12.67
## 176 Suggary 02 2022-10-03 0.0000000000 13.13
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 12.07
## 178 Dempsey 12 2022-10-03 0.0020997375 11.87
## 179 Branche sud aval 03 2022-10-03 0.0010735373 12.21
## 180 Pok amont 04 2022-10-03 0.0000000000 10.04
## 181 Branche sud aval 03 2022-11-01 0.0043668122 12.07
## 182 Sewell 08 2022-11-01 0.0028301887 12.13
## 183 Pok amont 04 2022-11-01 0.0021348514 10.55
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 12.12
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 11.17
## 186 Pollard 10 2022-11-01 0.0034749035 10.85
## 187 br. sud amont 01 2022-11-01 0.0009737098 11.78
## 188 Morrison 06 2022-11-01 0.0020997375 12.66
## 189 Malt 11 2022-11-01 0.0000000000 11.63
## 190 Suggary 02 2022-11-01 0.0000000000 12.35
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 9.42
## 192 Dempsey 12 2022-11-01 0.0010735373 11.07ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Oxyg_dissous_YSI_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre l'oxygène et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Oxyg_dissous_YSI_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
superficie_naturels_vs_conductivité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Conductivity_microS_cm))## Station2 Date pctN_supdrainee_1990 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 0.001041124 171.0
## 2 Morrison 06 2001-08-01 0.002099738 114.0
## 3 Malt 11 2001-08-01 0.008588298 108.0
## 4 Suggary 02 2001-08-01 0.000000000 118.0
## 5 Waugh sanct. 07 2001-08-01 0.015444015 133.0
## 6 Dempsey 12 2001-08-01 0.003407984 128.0
## 7 Branche sud aval 03 2001-08-01 0.002134851 115.0
## 8 Sewell 08 2001-08-01 0.002027027 134.0
## 9 Pok amont 04 2001-08-01 0.004366812 56.6
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 106.0
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 100.0
## 12 Pollard 10 2001-08-01 0.000000000 156.0
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 105.0
## 14 Pollard 10 2001-08-28 0.000000000 162.0
## 15 br. sud amont 01 2001-08-28 0.001041124 177.0
## 16 Morrison 06 2001-08-28 0.002099738 115.0
## 17 Malt 11 2001-08-28 0.008588298 90.3
## 18 Suggary 02 2001-08-28 0.000000000 119.0
## 19 Waugh sanct. 07 2001-08-28 0.015444015 132.0
## 20 Dempsey 12 2001-08-28 0.003407984 129.0
## 21 Branche sud aval 03 2001-08-28 0.002134851 113.0
## 22 Sewell 08 2001-08-28 0.002027027 150.0
## 23 Pok amont 04 2001-08-28 0.004366812 60.0
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 112.0
## 25 Pok amont 04 2001-09-26 0.004366812 72.1
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 115.0
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 111.0
## 28 Pollard 10 2001-09-26 0.000000000 153.5
## 29 br. sud amont 01 2001-09-26 0.001041124 158.0
## 30 Morrison 06 2001-09-26 0.002099738 117.0
## 31 Malt 11 2001-09-26 0.008588298 97.7
## 32 Suggary 02 2001-09-26 0.000000000 139.0
## 33 Waugh sanct. 07 2001-09-26 0.015444015 136.0
## 34 Dempsey 12 2001-09-26 0.003407984 137.0
## 35 Branche sud aval 03 2001-09-26 0.002134851 123.0
## 36 Sewell 08 2001-09-26 0.002027027 173.0
## 37 Sewell 08 2001-10-31 0.002027027 111.0
## 38 Pok amont 04 2001-10-31 0.004366812 68.3
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 112.0
## 40 Morrison 06 2001-10-31 0.002099738 123.0
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 87.2
## 42 Pollard 10 2001-10-31 0.000000000 164.0
## 43 br. sud amont 01 2001-10-31 0.001041124 162.0
## 44 Dempsey 12 2001-10-31 0.003407984 128.0
## 45 Malt 11 2001-10-31 0.008588298 98.8
## 46 Suggary 02 2001-10-31 0.000000000 120.0
## 47 Waugh sanct. 07 2001-10-31 0.015444015 102.0
## 48 Branche sud aval 03 2001-10-31 0.002134851 115.0
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 112.0
## 50 Branche sud aval 03 2002-07-29 0.002134851 116.0
## 51 Sewell 08 2002-07-29 0.002027027 139.0
## 52 Pok amont 04 2002-07-29 0.004366812 57.1
## 53 br. sud amont 01 2002-07-29 0.001041124 148.0
## 54 Morrison 06 2002-07-29 0.002099738 123.0
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 105.0
## 56 Pollard 10 2002-07-29 0.000000000 162.0
## 57 Waugh sanct. 07 2002-07-29 0.015444015 133.0
## 58 Dempsey 12 2002-07-29 0.003407984 143.0
## 59 Malt 11 2002-07-29 0.008588298 96.6
## 60 Suggary 02 2002-07-29 0.000000000 110.0
## 61 Pok amont 04 2002-08-28 0.004366812 60.3
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 115.0
## 63 Dempsey 12 2002-08-28 0.003407984 144.0
## 64 Branche sud aval 03 2002-08-28 0.002134851 121.0
## 65 Sewell 08 2002-08-28 0.002027027 168.0
## 66 Pollard 10 2002-08-28 0.000000000 164.0
## 67 br. sud amont 01 2002-08-28 0.001041124 185.0
## 68 Morrison 06 2002-08-28 0.002099738 125.0
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 111.0
## 70 Suggary 02 2002-08-28 0.000000000 110.5
## 71 Waugh sanct. 07 2002-08-28 0.015444015 135.0
## 72 Malt 11 2002-08-28 0.008588298 101.0
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 120.0
## 74 Sewell 08 2002-10-02 0.002027027 158.0
## 75 Pok amont 04 2002-10-02 0.004366812 69.4
## 76 Waugh sanct. 07 2002-10-02 0.015444015 148.0
## 77 Dempsey 12 2002-10-02 0.003407984 145.0
## 78 Branche sud aval 03 2002-10-02 0.002134851 126.0
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 108.0
## 80 Pollard 10 2002-10-02 0.000000000 176.0
## 81 br. sud amont 01 2002-10-02 0.001041124 194.0
## 82 Morrison 06 2002-10-02 0.002099738 128.0
## 83 Malt 11 2002-10-02 0.008588298 106.0
## 84 Suggary 02 2002-10-02 0.000000000 114.0
## 85 Pok amont 04 2002-10-31 0.004366812 70.9
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 122.0
## 87 Branche sud aval 03 2002-10-31 0.002134851 126.0
## 88 Sewell 08 2002-10-31 0.002027027 120.0
## 89 Suggary 02 2002-10-31 0.000000000 118.0
## 90 Waugh sanct. 07 2002-10-31 0.015444015 129.0
## 91 Dempsey 12 2002-10-31 0.003407984 141.0
## 92 Morrison 06 2002-10-31 0.002099738 130.0
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 103.0
## 94 Pollard 10 2002-10-31 0.000000000 176.0
## 95 br. sud amont 01 2002-10-31 0.001041124 175.5
## 96 Malt 11 2002-10-31 0.008588298 107.0subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Conductivity_microS_cm))## Station2 Date pctN_supdrainee_2020 Conductivity_microS_cm
## 97 Suggary 02 2021-07-28 0.0015616866 109
## 98 Dempsey 12 2021-07-28 0.0020997375 139
## 99 Branche sud aval 03 2021-07-28 0.0010735373 119
## 100 Sewell 08 2021-07-28 0.0000000000 131
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 128
## 102 br. sud amont 01 2021-07-28 0.0009737098 177
## 103 Morrison 06 2021-07-28 0.0021348514 122
## 104 Malt 11 2021-07-28 0.0016891892 90
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 115
## 106 Pollard 10 2021-07-28 0.0028301887 166
## 107 Pok amont 04 2021-07-28 0.0000000000 60
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 109
## 109 Malt 11 2021-08-31 0.0028301887 96
## 110 Suggary 02 2021-08-31 0.0000000000 116
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 138
## 112 Dempsey 12 2021-08-31 0.0020997375 152
## 113 Branche sud aval 03 2021-08-31 0.0010735373 125
## 114 Sewell 08 2021-08-31 0.0000000000 161
## 115 Pollard 10 2021-08-31 0.0034749035 196
## 116 br. sud amont 01 2021-08-31 0.0009737098 199
## 117 Morrison 06 2021-08-31 0.0021348514 129
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 118
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 114
## 120 Pok amont 04 2021-08-31 0.0000000000 70
## 121 Suggary 02 2021-10-05 0.0043668122 98
## 122 Morrison 06 2021-10-05 0.0028301887 114
## 123 Malt 11 2021-10-05 0.0000000000 74
## 124 Sewell 08 2021-10-05 0.0000000000 72
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 70
## 126 Dempsey 12 2021-10-05 0.0020997375 96
## 127 Branche sud aval 03 2021-10-05 0.0010735373 86
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 90
## 129 Pollard 10 2021-10-05 0.0034749035 128
## 130 br. sud amont 01 2021-10-05 0.0009737098 91
## 131 Pok amont 04 2021-10-05 0.0021348514 52
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 95
## 133 Malt 11 2021-10-28 0.0016891892 80
## 134 Suggary 02 2021-10-28 0.0043668122 100
## 135 br. sud amont 01 2021-10-28 0.0028301887 114
## 136 Morrison 06 2021-10-28 0.0020997375 118
## 137 Branche sud aval 03 2021-10-28 0.0000000000 97
## 138 Sewell 08 2021-10-28 0.0000000000 81
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 88
## 140 Dempsey 12 2021-10-28 0.0009737098 113
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 102
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 97
## 143 Pollard 10 2021-10-28 0.0034749035 139
## 144 Pok amont 04 2021-10-28 0.0021348514 54
## 145 Pollard 10 2022-07-28 0.0028301887 163
## 146 Morrison 06 2022-07-28 0.0021348514 119
## 147 Malt 11 2022-07-28 0.0016891892 88
## 148 Suggary 02 2022-07-28 0.0043668122 107
## 149 br. sud amont 01 2022-07-28 0.0015616866 161
## 150 Dempsey 12 2022-07-28 0.0020997375 134
## 151 Branche sud aval 03 2022-07-28 0.0000000000 113
## 152 Sewell 08 2022-07-28 0.0000000000 113
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 126
## 154 Pok amont 04 2022-07-28 0.0009737098 59
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 108
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 113
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 107
## 158 Pollard 10 2022-09-01 0.0028301887 178
## 159 br. sud amont 01 2022-09-01 0.0009737098 180
## 160 Morrison 06 2022-09-01 0.0021348514 117
## 161 Malt 11 2022-09-01 0.0016891892 88
## 162 Suggary 02 2022-09-01 0.0000000000 104
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 114
## 164 Dempsey 12 2022-09-01 0.0020997375 137
## 165 Branche sud aval 03 2022-09-01 0.0000000000 117
## 166 Sewell 08 2022-09-01 0.0000000000 116
## 167 Pok amont 04 2022-09-01 0.0034749035 63
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 108
## 169 Sewell 08 2022-10-03 0.0028301887 114
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 113
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 94
## 172 Pollard 10 2022-10-03 0.0034749035 179
## 173 br. sud amont 01 2022-10-03 0.0009737098 182
## 174 Morrison 06 2022-10-03 0.0021348514 120
## 175 Malt 11 2022-10-03 0.0000000000 95
## 176 Suggary 02 2022-10-03 0.0000000000 107
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 114
## 178 Dempsey 12 2022-10-03 0.0020997375 143
## 179 Branche sud aval 03 2022-10-03 0.0010735373 118
## 180 Pok amont 04 2022-10-03 0.0000000000 64
## 181 Branche sud aval 03 2022-11-01 0.0043668122 112
## 182 Sewell 08 2022-11-01 0.0028301887 92
## 183 Pok amont 04 2022-11-01 0.0021348514 69
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 112
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 92
## 186 Pollard 10 2022-11-01 0.0034749035 177
## 187 br. sud amont 01 2022-11-01 0.0009737098 144
## 188 Morrison 06 2022-11-01 0.0020997375 125
## 189 Malt 11 2022-11-01 0.0000000000 91
## 190 Suggary 02 2022-11-01 0.0000000000 108
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 92
## 192 Dempsey 12 2022-11-01 0.0010735373 136ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Conductivity_microS_cm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_naturels_vs_pH
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,pH_units))## Station2 Date pctN_supdrainee_1990 pH_units
## 1 br. sud amont 01 2001-08-01 0.001041124 8.200
## 2 Morrison 06 2001-08-01 0.002099738 7.950
## 3 Malt 11 2001-08-01 0.008588298 7.860
## 4 Suggary 02 2001-08-01 0.000000000 8.020
## 5 Waugh sanct. 07 2001-08-01 0.015444015 7.970
## 6 Dempsey 12 2001-08-01 0.003407984 7.960
## 7 Branche sud aval 03 2001-08-01 0.002134851 8.030
## 8 Sewell 08 2001-08-01 0.002027027 8.020
## 9 Pok amont 04 2001-08-01 0.004366812 7.590
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 8.010
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 7.860
## 12 Pollard 10 2001-08-01 0.000000000 7.890
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 7.910
## 14 Pollard 10 2001-08-28 0.000000000 7.860
## 15 br. sud amont 01 2001-08-28 0.001041124 7.980
## 16 Morrison 06 2001-08-28 0.002099738 7.940
## 17 Malt 11 2001-08-28 0.008588298 7.460
## 18 Suggary 02 2001-08-28 0.000000000 7.880
## 19 Waugh sanct. 07 2001-08-28 0.015444015 7.890
## 20 Dempsey 12 2001-08-28 0.003407984 7.760
## 21 Branche sud aval 03 2001-08-28 0.002134851 7.890
## 22 Sewell 08 2001-08-28 0.002027027 7.900
## 23 Pok amont 04 2001-08-28 0.004366812 7.490
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 7.770
## 25 Pok amont 04 2001-09-26 0.004366812 7.640
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 7.960
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 7.870
## 28 Pollard 10 2001-09-26 0.000000000 7.850
## 29 br. sud amont 01 2001-09-26 0.001041124 8.050
## 30 Morrison 06 2001-09-26 0.002099738 8.020
## 31 Malt 11 2001-09-26 0.008588298 7.710
## 32 Suggary 02 2001-09-26 0.000000000 8.080
## 33 Waugh sanct. 07 2001-09-26 0.015444015 8.020
## 34 Dempsey 12 2001-09-26 0.003407984 7.950
## 35 Branche sud aval 03 2001-09-26 0.002134851 8.040
## 36 Sewell 08 2001-09-26 0.002027027 8.060
## 37 Sewell 08 2001-10-31 0.002027027 7.740
## 38 Pok amont 04 2001-10-31 0.004366812 7.420
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 7.950
## 40 Morrison 06 2001-10-31 0.002099738 8.010
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 7.500
## 42 Pollard 10 2001-10-31 0.000000000 7.870
## 43 br. sud amont 01 2001-10-31 0.001041124 7.960
## 44 Dempsey 12 2001-10-31 0.003407984 7.820
## 45 Malt 11 2001-10-31 0.008588298 7.530
## 46 Suggary 02 2001-10-31 0.000000000 7.650
## 47 Waugh sanct. 07 2001-10-31 0.015444015 7.410
## 48 Branche sud aval 03 2001-10-31 0.002134851 7.890
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 7.840
## 50 Branche sud aval 03 2002-07-29 0.002134851 7.870
## 51 Sewell 08 2002-07-29 0.002027027 7.840
## 52 Pok amont 04 2002-07-29 0.004366812 7.180
## 53 br. sud amont 01 2002-07-29 0.001041124 7.840
## 54 Morrison 06 2002-07-29 0.002099738 7.920
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 7.580
## 56 Pollard 10 2002-07-29 0.000000000 7.730
## 57 Waugh sanct. 07 2002-07-29 0.015444015 7.700
## 58 Dempsey 12 2002-07-29 0.003407984 7.755
## 59 Malt 11 2002-07-29 0.008588298 7.420
## 60 Suggary 02 2002-07-29 0.000000000 7.740
## 61 Pok amont 04 2002-08-28 0.004366812 7.250
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 7.800
## 63 Dempsey 12 2002-08-28 0.003407984 7.690
## 64 Branche sud aval 03 2002-08-28 0.002134851 7.850
## 65 Sewell 08 2002-08-28 0.002027027 7.920
## 66 Pollard 10 2002-08-28 0.000000000 7.730
## 67 br. sud amont 01 2002-08-28 0.001041124 8.070
## 68 Morrison 06 2002-08-28 0.002099738 7.900
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 7.790
## 70 Suggary 02 2002-08-28 0.000000000 7.815
## 71 Waugh sanct. 07 2002-08-28 0.015444015 7.750
## 72 Malt 11 2002-08-28 0.008588298 7.380
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 7.830
## 74 Sewell 08 2002-10-02 0.002027027 7.820
## 75 Pok amont 04 2002-10-02 0.004366812 7.270
## 76 Waugh sanct. 07 2002-10-02 0.015444015 7.760
## 77 Dempsey 12 2002-10-02 0.003407984 7.640
## 78 Branche sud aval 03 2002-10-02 0.002134851 7.820
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 7.650
## 80 Pollard 10 2002-10-02 0.000000000 7.720
## 81 br. sud amont 01 2002-10-02 0.001041124 7.970
## 82 Morrison 06 2002-10-02 0.002099738 7.890
## 83 Malt 11 2002-10-02 0.008588298 7.380
## 84 Suggary 02 2002-10-02 0.000000000 7.830
## 85 Pok amont 04 2002-10-31 0.004366812 7.360
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 7.820
## 87 Branche sud aval 03 2002-10-31 0.002134851 NaN
## 88 Sewell 08 2002-10-31 0.002027027 7.550
## 89 Suggary 02 2002-10-31 0.000000000 7.770
## 90 Waugh sanct. 07 2002-10-31 0.015444015 7.580
## 91 Dempsey 12 2002-10-31 0.003407984 7.690
## 92 Morrison 06 2002-10-31 0.002099738 7.870
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 7.440
## 94 Pollard 10 2002-10-31 0.000000000 7.780
## 95 br. sud amont 01 2002-10-31 0.001041124 7.865
## 96 Malt 11 2002-10-31 0.008588298 7.560subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,pH_units))## Station2 Date pctN_supdrainee_2020 pH_units
## 97 Suggary 02 2021-07-28 0.0015616866 7.5
## 98 Dempsey 12 2021-07-28 0.0020997375 7.6
## 99 Branche sud aval 03 2021-07-28 0.0010735373 7.6
## 100 Sewell 08 2021-07-28 0.0000000000 7.7
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 7.6
## 102 br. sud amont 01 2021-07-28 0.0009737098 7.6
## 103 Morrison 06 2021-07-28 0.0021348514 7.4
## 104 Malt 11 2021-07-28 0.0016891892 7.2
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 7.6
## 106 Pollard 10 2021-07-28 0.0028301887 7.6
## 107 Pok amont 04 2021-07-28 0.0000000000 6.8
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 7.6
## 109 Malt 11 2021-08-31 0.0028301887 7.3
## 110 Suggary 02 2021-08-31 0.0000000000 7.6
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 7.8
## 112 Dempsey 12 2021-08-31 0.0020997375 7.6
## 113 Branche sud aval 03 2021-08-31 0.0010735373 7.8
## 114 Sewell 08 2021-08-31 0.0000000000 7.8
## 115 Pollard 10 2021-08-31 0.0034749035 7.8
## 116 br. sud amont 01 2021-08-31 0.0009737098 7.5
## 117 Morrison 06 2021-08-31 0.0021348514 7.8
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 7.8
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 7.7
## 120 Pok amont 04 2021-08-31 0.0000000000 7.1
## 121 Suggary 02 2021-10-05 0.0043668122 7.6
## 122 Morrison 06 2021-10-05 0.0028301887 7.1
## 123 Malt 11 2021-10-05 0.0000000000 7.1
## 124 Sewell 08 2021-10-05 0.0000000000 7.5
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 7.2
## 126 Dempsey 12 2021-10-05 0.0020997375 7.3
## 127 Branche sud aval 03 2021-10-05 0.0010735373 7.6
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 7.4
## 129 Pollard 10 2021-10-05 0.0034749035 7.5
## 130 br. sud amont 01 2021-10-05 0.0009737098 7.2
## 131 Pok amont 04 2021-10-05 0.0021348514 6.8
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 7.2
## 133 Malt 11 2021-10-28 0.0016891892 7.0
## 134 Suggary 02 2021-10-28 0.0043668122 7.6
## 135 br. sud amont 01 2021-10-28 0.0028301887 7.5
## 136 Morrison 06 2021-10-28 0.0020997375 7.6
## 137 Branche sud aval 03 2021-10-28 0.0000000000 7.6
## 138 Sewell 08 2021-10-28 0.0000000000 7.5
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 7.5
## 140 Dempsey 12 2021-10-28 0.0009737098 7.6
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 7.5
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 7.5
## 143 Pollard 10 2021-10-28 0.0034749035 7.7
## 144 Pok amont 04 2021-10-28 0.0021348514 7.5
## 145 Pollard 10 2022-07-28 0.0028301887 7.7
## 146 Morrison 06 2022-07-28 0.0021348514 7.8
## 147 Malt 11 2022-07-28 0.0016891892 7.6
## 148 Suggary 02 2022-07-28 0.0043668122 7.7
## 149 br. sud amont 01 2022-07-28 0.0015616866 7.9
## 150 Dempsey 12 2022-07-28 0.0020997375 7.8
## 151 Branche sud aval 03 2022-07-28 0.0000000000 7.8
## 152 Sewell 08 2022-07-28 0.0000000000 7.7
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 7.8
## 154 Pok amont 04 2022-07-28 0.0009737098 7.5
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 7.8
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 7.7
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 7.8
## 158 Pollard 10 2022-09-01 0.0028301887 7.8
## 159 br. sud amont 01 2022-09-01 0.0009737098 8.0
## 160 Morrison 06 2022-09-01 0.0021348514 8.0
## 161 Malt 11 2022-09-01 0.0016891892 7.7
## 162 Suggary 02 2022-09-01 0.0000000000 7.8
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 7.9
## 164 Dempsey 12 2022-09-01 0.0020997375 7.9
## 165 Branche sud aval 03 2022-09-01 0.0000000000 7.9
## 166 Sewell 08 2022-09-01 0.0000000000 7.9
## 167 Pok amont 04 2022-09-01 0.0034749035 7.2
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 7.8
## 169 Sewell 08 2022-10-03 0.0028301887 7.7
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 7.8
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 7.5
## 172 Pollard 10 2022-10-03 0.0034749035 7.8
## 173 br. sud amont 01 2022-10-03 0.0009737098 7.9
## 174 Morrison 06 2022-10-03 0.0021348514 7.9
## 175 Malt 11 2022-10-03 0.0000000000 7.5
## 176 Suggary 02 2022-10-03 0.0000000000 7.7
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 7.6
## 178 Dempsey 12 2022-10-03 0.0020997375 7.7
## 179 Branche sud aval 03 2022-10-03 0.0010735373 7.8
## 180 Pok amont 04 2022-10-03 0.0000000000 7.1
## 181 Branche sud aval 03 2022-11-01 0.0043668122 7.6
## 182 Sewell 08 2022-11-01 0.0028301887 7.5
## 183 Pok amont 04 2022-11-01 0.0021348514 7.0
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 7.5
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 7.3
## 186 Pollard 10 2022-11-01 0.0034749035 7.6
## 187 br. sud amont 01 2022-11-01 0.0009737098 7.5
## 188 Morrison 06 2022-11-01 0.0020997375 7.8
## 189 Malt 11 2022-11-01 0.0000000000 7.0
## 190 Suggary 02 2022-11-01 0.0000000000 7.5
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 7.2
## 192 Dempsey 12 2022-11-01 0.0010735373 7.4ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=pH_units,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=pH_units),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=pH_units,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=pH_units),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le pH et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="pH_units") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
superficie_naturels_vs_Turbidité
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Turbidity_NTU))## Station2 Date pctN_supdrainee_1990 Turbidity_NTU
## 1 br. sud amont 01 2001-08-01 0.001041124 6.400
## 2 Morrison 06 2001-08-01 0.002099738 0.600
## 3 Malt 11 2001-08-01 0.008588298 1.600
## 4 Suggary 02 2001-08-01 0.000000000 0.700
## 5 Waugh sanct. 07 2001-08-01 0.015444015 1.200
## 6 Dempsey 12 2001-08-01 0.003407984 1.300
## 7 Branche sud aval 03 2001-08-01 0.002134851 0.500
## 8 Sewell 08 2001-08-01 0.002027027 1.500
## 9 Pok amont 04 2001-08-01 0.004366812 0.000
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 0.700
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 0.100
## 12 Pollard 10 2001-08-01 0.000000000 0.500
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 1.200
## 14 Pollard 10 2001-08-28 0.000000000 0.800
## 15 br. sud amont 01 2001-08-28 0.001041124 6.100
## 16 Morrison 06 2001-08-28 0.002099738 0.700
## 17 Malt 11 2001-08-28 0.008588298 0.500
## 18 Suggary 02 2001-08-28 0.000000000 3.500
## 19 Waugh sanct. 07 2001-08-28 0.015444015 1.000
## 20 Dempsey 12 2001-08-28 0.003407984 1.700
## 21 Branche sud aval 03 2001-08-28 0.002134851 0.900
## 22 Sewell 08 2001-08-28 0.002027027 6.500
## 23 Pok amont 04 2001-08-28 0.004366812 0.000
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 1.000
## 25 Pok amont 04 2001-09-26 0.004366812 0.800
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 9.500
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 1.200
## 28 Pollard 10 2001-09-26 0.000000000 1.150
## 29 br. sud amont 01 2001-09-26 0.001041124 44.800
## 30 Morrison 06 2001-09-26 0.002099738 0.900
## 31 Malt 11 2001-09-26 0.008588298 7.800
## 32 Suggary 02 2001-09-26 0.000000000 1.700
## 33 Waugh sanct. 07 2001-09-26 0.015444015 1.200
## 34 Dempsey 12 2001-09-26 0.003407984 1.500
## 35 Branche sud aval 03 2001-09-26 0.002134851 2.400
## 36 Sewell 08 2001-09-26 0.002027027 3.000
## 37 Sewell 08 2001-10-31 0.002027027 5.500
## 38 Pok amont 04 2001-10-31 0.004366812 0.200
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 1.000
## 40 Morrison 06 2001-10-31 0.002099738 0.500
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 1.400
## 42 Pollard 10 2001-10-31 0.000000000 0.600
## 43 br. sud amont 01 2001-10-31 0.001041124 1.100
## 44 Dempsey 12 2001-10-31 0.003407984 1.700
## 45 Malt 11 2001-10-31 0.008588298 0.800
## 46 Suggary 02 2001-10-31 0.000000000 2.050
## 47 Waugh sanct. 07 2001-10-31 0.015444015 1.200
## 48 Branche sud aval 03 2001-10-31 0.002134851 0.800
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 0.780
## 50 Branche sud aval 03 2002-07-29 0.002134851 1.170
## 51 Sewell 08 2002-07-29 0.002027027 4.960
## 52 Pok amont 04 2002-07-29 0.004366812 0.190
## 53 br. sud amont 01 2002-07-29 0.001041124 0.900
## 54 Morrison 06 2002-07-29 0.002099738 0.690
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 1.520
## 56 Pollard 10 2002-07-29 0.000000000 1.630
## 57 Waugh sanct. 07 2002-07-29 0.015444015 1.110
## 58 Dempsey 12 2002-07-29 0.003407984 1.970
## 59 Malt 11 2002-07-29 0.008588298 0.400
## 60 Suggary 02 2002-07-29 0.000000000 0.430
## 61 Pok amont 04 2002-08-28 0.004366812 0.390
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 1.320
## 63 Dempsey 12 2002-08-28 0.003407984 4.440
## 64 Branche sud aval 03 2002-08-28 0.002134851 1.150
## 65 Sewell 08 2002-08-28 0.002027027 2.960
## 66 Pollard 10 2002-08-28 0.000000000 0.950
## 67 br. sud amont 01 2002-08-28 0.001041124 0.570
## 68 Morrison 06 2002-08-28 0.002099738 0.940
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 1.340
## 70 Suggary 02 2002-08-28 0.000000000 0.820
## 71 Waugh sanct. 07 2002-08-28 0.015444015 1.510
## 72 Malt 11 2002-08-28 0.008588298 0.480
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 0.940
## 74 Sewell 08 2002-10-02 0.002027027 5.255
## 75 Pok amont 04 2002-10-02 0.004366812 0.280
## 76 Waugh sanct. 07 2002-10-02 0.015444015 1.280
## 77 Dempsey 12 2002-10-02 0.003407984 3.770
## 78 Branche sud aval 03 2002-10-02 0.002134851 1.070
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 2.110
## 80 Pollard 10 2002-10-02 0.000000000 0.690
## 81 br. sud amont 01 2002-10-02 0.001041124 0.740
## 82 Morrison 06 2002-10-02 0.002099738 0.770
## 83 Malt 11 2002-10-02 0.008588298 0.600
## 84 Suggary 02 2002-10-02 0.000000000 0.480
## 85 Pok amont 04 2002-10-31 0.004366812 0.580
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 0.870
## 87 Branche sud aval 03 2002-10-31 0.002134851 NaN
## 88 Sewell 08 2002-10-31 0.002027027 8.740
## 89 Suggary 02 2002-10-31 0.000000000 0.410
## 90 Waugh sanct. 07 2002-10-31 0.015444015 1.440
## 91 Dempsey 12 2002-10-31 0.003407984 2.880
## 92 Morrison 06 2002-10-31 0.002099738 0.620
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 1.500
## 94 Pollard 10 2002-10-31 0.000000000 1.060
## 95 br. sud amont 01 2002-10-31 0.001041124 1.220
## 96 Malt 11 2002-10-31 0.008588298 0.900subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Turbidity_NTU))## Station2 Date pctN_supdrainee_2020 Turbidity_NTU
## 97 Suggary 02 2021-07-28 0.0015616866 1.2
## 98 Dempsey 12 2021-07-28 0.0020997375 1.6
## 99 Branche sud aval 03 2021-07-28 0.0010735373 1.8
## 100 Sewell 08 2021-07-28 0.0000000000 3.5
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 1.1
## 102 br. sud amont 01 2021-07-28 0.0009737098 2.3
## 103 Morrison 06 2021-07-28 0.0021348514 1.4
## 104 Malt 11 2021-07-28 0.0016891892 0.7
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 1.9
## 106 Pollard 10 2021-07-28 0.0028301887 1.2
## 107 Pok amont 04 2021-07-28 0.0000000000 0.9
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 1.7
## 109 Malt 11 2021-08-31 0.0028301887 0.5
## 110 Suggary 02 2021-08-31 0.0000000000 0.7
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 1.1
## 112 Dempsey 12 2021-08-31 0.0020997375 1.7
## 113 Branche sud aval 03 2021-08-31 0.0010735373 1.7
## 114 Sewell 08 2021-08-31 0.0000000000 3.0
## 115 Pollard 10 2021-08-31 0.0034749035 1.7
## 116 br. sud amont 01 2021-08-31 0.0009737098 5.6
## 117 Morrison 06 2021-08-31 0.0021348514 2.6
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 2.0
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 3.2
## 120 Pok amont 04 2021-08-31 0.0000000000 1.5
## 121 Suggary 02 2021-10-05 0.0043668122 0.7
## 122 Morrison 06 2021-10-05 0.0028301887 1.4
## 123 Malt 11 2021-10-05 0.0000000000 0.9
## 124 Sewell 08 2021-10-05 0.0000000000 4.2
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 1.2
## 126 Dempsey 12 2021-10-05 0.0020997375 1.8
## 127 Branche sud aval 03 2021-10-05 0.0010735373 1.7
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 1.8
## 129 Pollard 10 2021-10-05 0.0034749035 1.8
## 130 br. sud amont 01 2021-10-05 0.0009737098 3.7
## 131 Pok amont 04 2021-10-05 0.0021348514 1.0
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 1.4
## 133 Malt 11 2021-10-28 0.0016891892 0.5
## 134 Suggary 02 2021-10-28 0.0043668122 0.2
## 135 br. sud amont 01 2021-10-28 0.0028301887 1.9
## 136 Morrison 06 2021-10-28 0.0020997375 0.6
## 137 Branche sud aval 03 2021-10-28 0.0000000000 1.3
## 138 Sewell 08 2021-10-28 0.0000000000 2.8
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 1.0
## 140 Dempsey 12 2021-10-28 0.0009737098 1.3
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 0.7
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 1.4
## 143 Pollard 10 2021-10-28 0.0034749035 0.8
## 144 Pok amont 04 2021-10-28 0.0021348514 0.6
## 145 Pollard 10 2022-07-28 0.0028301887 0.4
## 146 Morrison 06 2022-07-28 0.0021348514 0.7
## 147 Malt 11 2022-07-28 0.0016891892 0.4
## 148 Suggary 02 2022-07-28 0.0043668122 0.5
## 149 br. sud amont 01 2022-07-28 0.0015616866 2.7
## 150 Dempsey 12 2022-07-28 0.0020997375 1.2
## 151 Branche sud aval 03 2022-07-28 0.0000000000 2.1
## 152 Sewell 08 2022-07-28 0.0000000000 1.8
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 1.0
## 154 Pok amont 04 2022-07-28 0.0009737098 0.7
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 0.7
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 0.8
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 1.9
## 158 Pollard 10 2022-09-01 0.0028301887 1.3
## 159 br. sud amont 01 2022-09-01 0.0009737098 3.0
## 160 Morrison 06 2022-09-01 0.0021348514 2.4
## 161 Malt 11 2022-09-01 0.0016891892 0.5
## 162 Suggary 02 2022-09-01 0.0000000000 0.7
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 1.8
## 164 Dempsey 12 2022-09-01 0.0020997375 2.2
## 165 Branche sud aval 03 2022-09-01 0.0000000000 1.9
## 166 Sewell 08 2022-09-01 0.0000000000 2.6
## 167 Pok amont 04 2022-09-01 0.0034749035 1.5
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 1.4
## 169 Sewell 08 2022-10-03 0.0028301887 3.6
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 1.2
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 1.9
## 172 Pollard 10 2022-10-03 0.0034749035 0.4
## 173 br. sud amont 01 2022-10-03 0.0009737098 2.8
## 174 Morrison 06 2022-10-03 0.0021348514 1.0
## 175 Malt 11 2022-10-03 0.0000000000 0.4
## 176 Suggary 02 2022-10-03 0.0000000000 0.3
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 1.3
## 178 Dempsey 12 2022-10-03 0.0020997375 1.3
## 179 Branche sud aval 03 2022-10-03 0.0010735373 1.6
## 180 Pok amont 04 2022-10-03 0.0000000000 1.5
## 181 Branche sud aval 03 2022-11-01 0.0043668122 2.6
## 182 Sewell 08 2022-11-01 0.0028301887 5.4
## 183 Pok amont 04 2022-11-01 0.0021348514 0.8
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 2.6
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 2.0
## 186 Pollard 10 2022-11-01 0.0034749035 0.7
## 187 br. sud amont 01 2022-11-01 0.0009737098 4.8
## 188 Morrison 06 2022-11-01 0.0020997375 2.8
## 189 Malt 11 2022-11-01 0.0000000000 1.5
## 190 Suggary 02 2022-11-01 0.0000000000 0.7
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 1.6
## 192 Dempsey 12 2022-11-01 0.0010735373 4.2ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Turbidity_NTU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Turbidity_NTU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Turbidity_NTU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Turbidity_NTU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le Turbidité et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Turbidity_NTU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
superficie_naturels_vs_couleur
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Colour_TCU))## Station2 Date pctN_supdrainee_1990 Colour_TCU
## 1 br. sud amont 01 2001-08-01 0.001041124 5.0
## 2 Morrison 06 2001-08-01 0.002099738 10.0
## 3 Malt 11 2001-08-01 0.008588298 10.0
## 4 Suggary 02 2001-08-01 0.000000000 5.0
## 5 Waugh sanct. 07 2001-08-01 0.015444015 20.0
## 6 Dempsey 12 2001-08-01 0.003407984 15.0
## 7 Branche sud aval 03 2001-08-01 0.002134851 5.0
## 8 Sewell 08 2001-08-01 0.002027027 5.0
## 9 Pok amont 04 2001-08-01 0.004366812 0.0
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 0.0
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 5.0
## 12 Pollard 10 2001-08-01 0.000000000 5.0
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 5.0
## 14 Pollard 10 2001-08-28 0.000000000 5.0
## 15 br. sud amont 01 2001-08-28 0.001041124 5.0
## 16 Morrison 06 2001-08-28 0.002099738 5.0
## 17 Malt 11 2001-08-28 0.008588298 5.0
## 18 Suggary 02 2001-08-28 0.000000000 10.0
## 19 Waugh sanct. 07 2001-08-28 0.015444015 10.0
## 20 Dempsey 12 2001-08-28 0.003407984 15.0
## 21 Branche sud aval 03 2001-08-28 0.002134851 5.0
## 22 Sewell 08 2001-08-28 0.002027027 30.0
## 23 Pok amont 04 2001-08-28 0.004366812 5.0
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 5.0
## 25 Pok amont 04 2001-09-26 0.004366812 10.0
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 30.0
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 15.0
## 28 Pollard 10 2001-09-26 0.000000000 20.0
## 29 br. sud amont 01 2001-09-26 0.001041124 200.0
## 30 Morrison 06 2001-09-26 0.002099738 5.0
## 31 Malt 11 2001-09-26 0.008588298 20.0
## 32 Suggary 02 2001-09-26 0.000000000 5.0
## 33 Waugh sanct. 07 2001-09-26 0.015444015 10.0
## 34 Dempsey 12 2001-09-26 0.003407984 20.0
## 35 Branche sud aval 03 2001-09-26 0.002134851 10.0
## 36 Sewell 08 2001-09-26 0.002027027 30.0
## 37 Sewell 08 2001-10-31 0.002027027 80.0
## 38 Pok amont 04 2001-10-31 0.004366812 5.0
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 20.0
## 40 Morrison 06 2001-10-31 0.002099738 15.0
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 120.0
## 42 Pollard 10 2001-10-31 0.000000000 10.0
## 43 br. sud amont 01 2001-10-31 0.001041124 30.0
## 44 Dempsey 12 2001-10-31 0.003407984 30.0
## 45 Malt 11 2001-10-31 0.008588298 10.0
## 46 Suggary 02 2001-10-31 0.000000000 30.0
## 47 Waugh sanct. 07 2001-10-31 0.015444015 100.0
## 48 Branche sud aval 03 2001-10-31 0.002134851 20.0
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 10.0
## 50 Branche sud aval 03 2002-07-29 0.002134851 15.0
## 51 Sewell 08 2002-07-29 0.002027027 40.0
## 52 Pok amont 04 2002-07-29 0.004366812 5.0
## 53 br. sud amont 01 2002-07-29 0.001041124 15.0
## 54 Morrison 06 2002-07-29 0.002099738 10.0
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 80.0
## 56 Pollard 10 2002-07-29 0.000000000 10.0
## 57 Waugh sanct. 07 2002-07-29 0.015444015 40.0
## 58 Dempsey 12 2002-07-29 0.003407984 20.0
## 59 Malt 11 2002-07-29 0.008588298 5.0
## 60 Suggary 02 2002-07-29 0.000000000 5.0
## 61 Pok amont 04 2002-08-28 0.004366812 5.0
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 20.0
## 63 Dempsey 12 2002-08-28 0.003407984 40.0
## 64 Branche sud aval 03 2002-08-28 0.002134851 15.0
## 65 Sewell 08 2002-08-28 0.002027027 40.0
## 66 Pollard 10 2002-08-28 0.000000000 10.0
## 67 br. sud amont 01 2002-08-28 0.001041124 10.0
## 68 Morrison 06 2002-08-28 0.002099738 10.0
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 20.0
## 70 Suggary 02 2002-08-28 0.000000000 7.5
## 71 Waugh sanct. 07 2002-08-28 0.015444015 30.0
## 72 Malt 11 2002-08-28 0.008588298 10.0
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 5.0
## 74 Sewell 08 2002-10-02 0.002027027 60.0
## 75 Pok amont 04 2002-10-02 0.004366812 5.0
## 76 Waugh sanct. 07 2002-10-02 0.015444015 20.0
## 77 Dempsey 12 2002-10-02 0.003407984 20.0
## 78 Branche sud aval 03 2002-10-02 0.002134851 15.0
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 60.0
## 80 Pollard 10 2002-10-02 0.000000000 10.0
## 81 br. sud amont 01 2002-10-02 0.001041124 10.0
## 82 Morrison 06 2002-10-02 0.002099738 10.0
## 83 Malt 11 2002-10-02 0.008588298 5.0
## 84 Suggary 02 2002-10-02 0.000000000 5.0
## 85 Pok amont 04 2002-10-31 0.004366812 5.0
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 20.0
## 87 Branche sud aval 03 2002-10-31 0.002134851 NaN
## 88 Sewell 08 2002-10-31 0.002027027 60.0
## 89 Suggary 02 2002-10-31 0.000000000 5.0
## 90 Waugh sanct. 07 2002-10-31 0.015444015 60.0
## 91 Dempsey 12 2002-10-31 0.003407984 30.0
## 92 Morrison 06 2002-10-31 0.002099738 5.0
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 75.0
## 94 Pollard 10 2002-10-31 0.000000000 5.0
## 95 br. sud amont 01 2002-10-31 0.001041124 30.0
## 96 Malt 11 2002-10-31 0.008588298 15.0subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Colour_TCU))## Station2 Date pctN_supdrainee_2020 Colour_TCU
## 97 Suggary 02 2021-07-28 0.0015616866 8
## 98 Dempsey 12 2021-07-28 0.0020997375 22
## 99 Branche sud aval 03 2021-07-28 0.0010735373 19
## 100 Sewell 08 2021-07-28 0.0000000000 34
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 27
## 102 br. sud amont 01 2021-07-28 0.0009737098 15
## 103 Morrison 06 2021-07-28 0.0021348514 14
## 104 Malt 11 2021-07-28 0.0016891892 7
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 29
## 106 Pollard 10 2021-07-28 0.0028301887 8
## 107 Pok amont 04 2021-07-28 0.0000000000 11
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 9
## 109 Malt 11 2021-08-31 0.0028301887 5
## 110 Suggary 02 2021-08-31 0.0000000000 5
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 14
## 112 Dempsey 12 2021-08-31 0.0020997375 14
## 113 Branche sud aval 03 2021-08-31 0.0010735373 20
## 114 Sewell 08 2021-08-31 0.0000000000 24
## 115 Pollard 10 2021-08-31 0.0034749035 8
## 116 br. sud amont 01 2021-08-31 0.0009737098 12
## 117 Morrison 06 2021-08-31 0.0021348514 18
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 8
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 37
## 120 Pok amont 04 2021-08-31 0.0000000000 10
## 121 Suggary 02 2021-10-05 0.0043668122 8
## 122 Morrison 06 2021-10-05 0.0028301887 22
## 123 Malt 11 2021-10-05 0.0000000000 66
## 124 Sewell 08 2021-10-05 0.0000000000 47
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 190
## 126 Dempsey 12 2021-10-05 0.0020997375 55
## 127 Branche sud aval 03 2021-10-05 0.0010735373 38
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 141
## 129 Pollard 10 2021-10-05 0.0034749035 19
## 130 br. sud amont 01 2021-10-05 0.0009737098 44
## 131 Pok amont 04 2021-10-05 0.0021348514 21
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 33
## 133 Malt 11 2021-10-28 0.0016891892 47
## 134 Suggary 02 2021-10-28 0.0043668122 5
## 135 br. sud amont 01 2021-10-28 0.0028301887 32
## 136 Morrison 06 2021-10-28 0.0020997375 13
## 137 Branche sud aval 03 2021-10-28 0.0000000000 22
## 138 Sewell 08 2021-10-28 0.0000000000 43
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 130
## 140 Dempsey 12 2021-10-28 0.0009737098 33
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 15
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 107
## 143 Pollard 10 2021-10-28 0.0034749035 12
## 144 Pok amont 04 2021-10-28 0.0021348514 13
## 145 Pollard 10 2022-07-28 0.0028301887 5
## 146 Morrison 06 2022-07-28 0.0021348514 7
## 147 Malt 11 2022-07-28 0.0016891892 6
## 148 Suggary 02 2022-07-28 0.0043668122 5
## 149 br. sud amont 01 2022-07-28 0.0015616866 26
## 150 Dempsey 12 2022-07-28 0.0020997375 16
## 151 Branche sud aval 03 2022-07-28 0.0000000000 18
## 152 Sewell 08 2022-07-28 0.0000000000 33
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 27
## 154 Pok amont 04 2022-07-28 0.0009737098 7
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 5
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 15
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 48
## 158 Pollard 10 2022-09-01 0.0028301887 23
## 159 br. sud amont 01 2022-09-01 0.0009737098 23
## 160 Morrison 06 2022-09-01 0.0021348514 15
## 161 Malt 11 2022-09-01 0.0016891892 10
## 162 Suggary 02 2022-09-01 0.0000000000 8
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 61
## 164 Dempsey 12 2022-09-01 0.0020997375 21
## 165 Branche sud aval 03 2022-09-01 0.0000000000 21
## 166 Sewell 08 2022-09-01 0.0000000000 43
## 167 Pok amont 04 2022-09-01 0.0034749035 14
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 41
## 169 Sewell 08 2022-10-03 0.0028301887 71
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 8
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 130
## 172 Pollard 10 2022-10-03 0.0034749035 10
## 173 br. sud amont 01 2022-10-03 0.0009737098 20
## 174 Morrison 06 2022-10-03 0.0021348514 10
## 175 Malt 11 2022-10-03 0.0000000000 5
## 176 Suggary 02 2022-10-03 0.0000000000 5
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 53
## 178 Dempsey 12 2022-10-03 0.0020997375 16
## 179 Branche sud aval 03 2022-10-03 0.0010735373 17
## 180 Pok amont 04 2022-10-03 0.0000000000 12
## 181 Branche sud aval 03 2022-11-01 0.0043668122 25
## 182 Sewell 08 2022-11-01 0.0028301887 60
## 183 Pok amont 04 2022-11-01 0.0021348514 11
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 21
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 148
## 186 Pollard 10 2022-11-01 0.0034749035 11
## 187 br. sud amont 01 2022-11-01 0.0009737098 42
## 188 Morrison 06 2022-11-01 0.0020997375 13
## 189 Malt 11 2022-11-01 0.0000000000 22
## 190 Suggary 02 2022-11-01 0.0000000000 9
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 143
## 192 Dempsey 12 2022-11-01 0.0010735373 28ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Colour_TCU,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Colour_TCU),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Colour_TCU,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Colour_TCU),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la couleur et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Colour_TCU") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
superficie_naturels_vs_COT
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Carbon_Total_Organic_mg_L))## Station2 Date pctN_supdrainee_1990
## 1 br. sud amont 01 2001-08-01 0.001041124
## 2 Morrison 06 2001-08-01 0.002099738
## 3 Malt 11 2001-08-01 0.008588298
## 4 Suggary 02 2001-08-01 0.000000000
## 5 Waugh sanct. 07 2001-08-01 0.015444015
## 6 Dempsey 12 2001-08-01 0.003407984
## 7 Branche sud aval 03 2001-08-01 0.002134851
## 8 Sewell 08 2001-08-01 0.002027027
## 9 Pok amont 04 2001-08-01 0.004366812
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189
## 11 McConnell Six Rd 05 2001-08-01 0.000000000
## 12 Pollard 10 2001-08-01 0.000000000
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189
## 14 Pollard 10 2001-08-28 0.000000000
## 15 br. sud amont 01 2001-08-28 0.001041124
## 16 Morrison 06 2001-08-28 0.002099738
## 17 Malt 11 2001-08-28 0.008588298
## 18 Suggary 02 2001-08-28 0.000000000
## 19 Waugh sanct. 07 2001-08-28 0.015444015
## 20 Dempsey 12 2001-08-28 0.003407984
## 21 Branche sud aval 03 2001-08-28 0.002134851
## 22 Sewell 08 2001-08-28 0.002027027
## 23 Pok amont 04 2001-08-28 0.004366812
## 24 McConnell Six Rd 05 2001-08-28 0.000000000
## 25 Pok amont 04 2001-09-26 0.004366812
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189
## 27 McConnell Six Rd 05 2001-09-26 0.000000000
## 28 Pollard 10 2001-09-26 0.000000000
## 29 br. sud amont 01 2001-09-26 0.001041124
## 30 Morrison 06 2001-09-26 0.002099738
## 31 Malt 11 2001-09-26 0.008588298
## 32 Suggary 02 2001-09-26 0.000000000
## 33 Waugh sanct. 07 2001-09-26 0.015444015
## 34 Dempsey 12 2001-09-26 0.003407984
## 35 Branche sud aval 03 2001-09-26 0.002134851
## 36 Sewell 08 2001-09-26 0.002027027
## 37 Sewell 08 2001-10-31 0.002027027
## 38 Pok amont 04 2001-10-31 0.004366812
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189
## 40 Morrison 06 2001-10-31 0.002099738
## 41 McConnell Six Rd 05 2001-10-31 0.000000000
## 42 Pollard 10 2001-10-31 0.000000000
## 43 br. sud amont 01 2001-10-31 0.001041124
## 44 Dempsey 12 2001-10-31 0.003407984
## 45 Malt 11 2001-10-31 0.008588298
## 46 Suggary 02 2001-10-31 0.000000000
## 47 Waugh sanct. 07 2001-10-31 0.015444015
## 48 Branche sud aval 03 2001-10-31 0.002134851
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189
## 50 Branche sud aval 03 2002-07-29 0.002134851
## 51 Sewell 08 2002-07-29 0.002027027
## 52 Pok amont 04 2002-07-29 0.004366812
## 53 br. sud amont 01 2002-07-29 0.001041124
## 54 Morrison 06 2002-07-29 0.002099738
## 55 McConnell Six Rd 05 2002-07-29 0.000000000
## 56 Pollard 10 2002-07-29 0.000000000
## 57 Waugh sanct. 07 2002-07-29 0.015444015
## 58 Dempsey 12 2002-07-29 0.003407984
## 59 Malt 11 2002-07-29 0.008588298
## 60 Suggary 02 2002-07-29 0.000000000
## 61 Pok amont 04 2002-08-28 0.004366812
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189
## 63 Dempsey 12 2002-08-28 0.003407984
## 64 Branche sud aval 03 2002-08-28 0.002134851
## 65 Sewell 08 2002-08-28 0.002027027
## 66 Pollard 10 2002-08-28 0.000000000
## 67 br. sud amont 01 2002-08-28 0.001041124
## 68 Morrison 06 2002-08-28 0.002099738
## 69 McConnell Six Rd 05 2002-08-28 0.000000000
## 70 Suggary 02 2002-08-28 0.000000000
## 71 Waugh sanct. 07 2002-08-28 0.015444015
## 72 Malt 11 2002-08-28 0.008588298
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189
## 74 Sewell 08 2002-10-02 0.002027027
## 75 Pok amont 04 2002-10-02 0.004366812
## 76 Waugh sanct. 07 2002-10-02 0.015444015
## 77 Dempsey 12 2002-10-02 0.003407984
## 78 Branche sud aval 03 2002-10-02 0.002134851
## 79 McConnell Six Rd 05 2002-10-02 0.000000000
## 80 Pollard 10 2002-10-02 0.000000000
## 81 br. sud amont 01 2002-10-02 0.001041124
## 82 Morrison 06 2002-10-02 0.002099738
## 83 Malt 11 2002-10-02 0.008588298
## 84 Suggary 02 2002-10-02 0.000000000
## 85 Pok amont 04 2002-10-31 0.004366812
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189
## 87 Branche sud aval 03 2002-10-31 0.002134851
## 88 Sewell 08 2002-10-31 0.002027027
## 89 Suggary 02 2002-10-31 0.000000000
## 90 Waugh sanct. 07 2002-10-31 0.015444015
## 91 Dempsey 12 2002-10-31 0.003407984
## 92 Morrison 06 2002-10-31 0.002099738
## 93 McConnell Six Rd 05 2002-10-31 0.000000000
## 94 Pollard 10 2002-10-31 0.000000000
## 95 br. sud amont 01 2002-10-31 0.001041124
## 96 Malt 11 2002-10-31 0.008588298
## Carbon_Total_Organic_mg_L
## 1 1.600
## 2 2.140
## 3 2.440
## 4 1.400
## 5 3.000
## 6 2.510
## 7 1.340
## 8 1.980
## 9 1.020
## 10 1.090
## 11 1.210
## 12 1.370
## 13 1.440
## 14 1.850
## 15 1.910
## 16 2.260
## 17 1.200
## 18 1.880
## 19 2.200
## 20 2.660
## 21 2.210
## 22 3.810
## 23 1.290
## 24 2.010
## 25 3.950
## 26 3.220
## 27 2.120
## 28 3.345
## 29 5.250
## 30 1.930
## 31 2.220
## 32 1.970
## 33 2.170
## 34 3.280
## 35 2.130
## 36 4.450
## 37 9.230
## 38 1.230
## 39 2.390
## 40 2.340
## 41 13.500
## 42 2.140
## 43 4.560
## 44 4.570
## 45 2.690
## 46 4.435
## 47 18.500
## 48 3.370
## 49 1.400
## 50 1.700
## 51 4.200
## 52 1.000
## 53 2.700
## 54 1.200
## 55 4.900
## 56 1.800
## 57 4.800
## 58 2.250
## 59 1.300
## 60 1.000
## 61 1.000
## 62 1.200
## 63 2.000
## 64 1.200
## 65 2.600
## 66 1.400
## 67 1.400
## 68 1.000
## 69 1.600
## 70 1.000
## 71 2.900
## 72 1.000
## 73 1.600
## 74 8.200
## 75 1.000
## 76 2.900
## 77 2.600
## 78 2.300
## 79 7.000
## 80 1.700
## 81 2.400
## 82 1.500
## 83 1.300
## 84 1.000
## 85 1.500
## 86 2.700
## 87 3.200
## 88 10.000
## 89 1.100
## 90 11.300
## 91 4.200
## 92 2.500
## 93 10.800
## 94 2.200
## 95 4.800
## 96 2.500subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Carbon_Total_Organic_mg_L))## Station2 Date pctN_supdrainee_2020
## 97 Suggary 02 2021-07-28 0.0015616866
## 98 Dempsey 12 2021-07-28 0.0020997375
## 99 Branche sud aval 03 2021-07-28 0.0010735373
## 100 Sewell 08 2021-07-28 0.0000000000
## 101 Waugh sanct. 07 2021-07-28 0.0034749035
## 102 br. sud amont 01 2021-07-28 0.0009737098
## 103 Morrison 06 2021-07-28 0.0021348514
## 104 Malt 11 2021-07-28 0.0016891892
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122
## 106 Pollard 10 2021-07-28 0.0028301887
## 107 Pok amont 04 2021-07-28 0.0000000000
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000
## 109 Malt 11 2021-08-31 0.0028301887
## 110 Suggary 02 2021-08-31 0.0000000000
## 111 Waugh sanct. 07 2021-08-31 0.0015616866
## 112 Dempsey 12 2021-08-31 0.0020997375
## 113 Branche sud aval 03 2021-08-31 0.0010735373
## 114 Sewell 08 2021-08-31 0.0000000000
## 115 Pollard 10 2021-08-31 0.0034749035
## 116 br. sud amont 01 2021-08-31 0.0009737098
## 117 Morrison 06 2021-08-31 0.0021348514
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122
## 120 Pok amont 04 2021-08-31 0.0000000000
## 121 Suggary 02 2021-10-05 0.0043668122
## 122 Morrison 06 2021-10-05 0.0028301887
## 123 Malt 11 2021-10-05 0.0000000000
## 124 Sewell 08 2021-10-05 0.0000000000
## 125 Waugh sanct. 07 2021-10-05 0.0015616866
## 126 Dempsey 12 2021-10-05 0.0020997375
## 127 Branche sud aval 03 2021-10-05 0.0010735373
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000
## 129 Pollard 10 2021-10-05 0.0034749035
## 130 br. sud amont 01 2021-10-05 0.0009737098
## 131 Pok amont 04 2021-10-05 0.0021348514
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892
## 133 Malt 11 2021-10-28 0.0016891892
## 134 Suggary 02 2021-10-28 0.0043668122
## 135 br. sud amont 01 2021-10-28 0.0028301887
## 136 Morrison 06 2021-10-28 0.0020997375
## 137 Branche sud aval 03 2021-10-28 0.0000000000
## 138 Sewell 08 2021-10-28 0.0000000000
## 139 Waugh sanct. 07 2021-10-28 0.0015616866
## 140 Dempsey 12 2021-10-28 0.0009737098
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000
## 143 Pollard 10 2021-10-28 0.0034749035
## 144 Pok amont 04 2021-10-28 0.0021348514
## 145 Pollard 10 2022-07-28 0.0028301887
## 146 Morrison 06 2022-07-28 0.0021348514
## 147 Malt 11 2022-07-28 0.0016891892
## 148 Suggary 02 2022-07-28 0.0043668122
## 149 br. sud amont 01 2022-07-28 0.0015616866
## 150 Dempsey 12 2022-07-28 0.0020997375
## 151 Branche sud aval 03 2022-07-28 0.0000000000
## 152 Sewell 08 2022-07-28 0.0000000000
## 153 Waugh sanct. 07 2022-07-28 0.0034749035
## 154 Pok amont 04 2022-07-28 0.0009737098
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122
## 158 Pollard 10 2022-09-01 0.0028301887
## 159 br. sud amont 01 2022-09-01 0.0009737098
## 160 Morrison 06 2022-09-01 0.0021348514
## 161 Malt 11 2022-09-01 0.0016891892
## 162 Suggary 02 2022-09-01 0.0000000000
## 163 Waugh sanct. 07 2022-09-01 0.0015616866
## 164 Dempsey 12 2022-09-01 0.0020997375
## 165 Branche sud aval 03 2022-09-01 0.0000000000
## 166 Sewell 08 2022-09-01 0.0000000000
## 167 Pok amont 04 2022-09-01 0.0034749035
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373
## 169 Sewell 08 2022-10-03 0.0028301887
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122
## 172 Pollard 10 2022-10-03 0.0034749035
## 173 br. sud amont 01 2022-10-03 0.0009737098
## 174 Morrison 06 2022-10-03 0.0021348514
## 175 Malt 11 2022-10-03 0.0000000000
## 176 Suggary 02 2022-10-03 0.0000000000
## 177 Waugh sanct. 07 2022-10-03 0.0015616866
## 178 Dempsey 12 2022-10-03 0.0020997375
## 179 Branche sud aval 03 2022-10-03 0.0010735373
## 180 Pok amont 04 2022-10-03 0.0000000000
## 181 Branche sud aval 03 2022-11-01 0.0043668122
## 182 Sewell 08 2022-11-01 0.0028301887
## 183 Pok amont 04 2022-11-01 0.0021348514
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000
## 186 Pollard 10 2022-11-01 0.0034749035
## 187 br. sud amont 01 2022-11-01 0.0009737098
## 188 Morrison 06 2022-11-01 0.0020997375
## 189 Malt 11 2022-11-01 0.0000000000
## 190 Suggary 02 2022-11-01 0.0000000000
## 191 Waugh sanct. 07 2022-11-01 0.0015616866
## 192 Dempsey 12 2022-11-01 0.0010735373
## Carbon_Total_Organic_mg_L
## 97 1.2
## 98 2.1
## 99 2.9
## 100 4.2
## 101 3.4
## 102 2.2
## 103 2.2
## 104 1.4
## 105 2.5
## 106 1.6
## 107 1.7
## 108 1.5
## 109 1.2
## 110 1.0
## 111 2.7
## 112 2.5
## 113 3.6
## 114 3.8
## 115 2.0
## 116 2.8
## 117 2.2
## 118 1.6
## 119 3.7
## 120 1.6
## 121 1.7
## 122 3.4
## 123 7.0
## 124 5.5
## 125 18.4
## 126 5.7
## 127 4.9
## 128 9.6
## 129 3.2
## 130 5.3
## 131 2.7
## 132 3.6
## 133 5.1
## 134 1.7
## 135 5.1
## 136 2.5
## 137 4.0
## 138 5.5
## 139 14.4
## 140 4.3
## 141 2.7
## 142 8.6
## 143 2.4
## 144 2.5
## 145 1.0
## 146 1.3
## 147 1.2
## 148 0.8
## 149 3.5
## 150 1.8
## 151 2.1
## 152 3.7
## 153 3.1
## 154 1.4
## 155 1.0
## 156 1.5
## 157 4.5
## 158 2.1
## 159 4.6
## 160 3.0
## 161 2.3
## 162 1.7
## 163 7.7
## 164 3.1
## 165 3.4
## 166 6.1
## 167 2.2
## 168 2.1
## 169 6.6
## 170 1.3
## 171 10.3
## 172 1.4
## 173 3.2
## 174 1.7
## 175 1.0
## 176 0.9
## 177 6.9
## 178 2.0
## 179 2.6
## 180 1.8
## 181 3.8
## 182 7.2
## 183 2.0
## 184 2.9
## 185 11.0
## 186 1.8
## 187 5.9
## 188 2.4
## 189 3.5
## 190 1.1
## 191 17.4
## 192 3.3ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Carbon_Total_Organic_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Carbon_Total_Organic_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Carbon_Total_Organic_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le COT et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Carbon_Total_Organic_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_naturels_vs_coliforme
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,E.coli_MPN_100.mL))## Station2 Date pctN_supdrainee_1990 E.coli_MPN_100.mL
## 1 br. sud amont 01 2001-08-01 0.001041124 10
## 2 Morrison 06 2001-08-01 0.002099738 80
## 3 Malt 11 2001-08-01 0.008588298 30
## 4 Suggary 02 2001-08-01 0.000000000 10
## 5 Waugh sanct. 07 2001-08-01 0.015444015 270
## 6 Dempsey 12 2001-08-01 0.003407984 50
## 7 Branche sud aval 03 2001-08-01 0.002134851 10
## 8 Sewell 08 2001-08-01 0.002027027 20
## 9 Pok amont 04 2001-08-01 0.004366812 10
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 10
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 30
## 12 Pollard 10 2001-08-01 0.000000000 110
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 10
## 14 Pollard 10 2001-08-28 0.000000000 50
## 15 br. sud amont 01 2001-08-28 0.001041124 120
## 16 Morrison 06 2001-08-28 0.002099738 90
## 17 Malt 11 2001-08-28 0.008588298 20
## 18 Suggary 02 2001-08-28 0.000000000 80
## 19 Waugh sanct. 07 2001-08-28 0.015444015 430
## 20 Dempsey 12 2001-08-28 0.003407984 20
## 21 Branche sud aval 03 2001-08-28 0.002134851 110
## 22 Sewell 08 2001-08-28 0.002027027 210
## 23 Pok amont 04 2001-08-28 0.004366812 10
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 250
## 25 Pok amont 04 2001-09-26 0.004366812 530
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 830
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 120
## 28 Pollard 10 2001-09-26 0.000000000 1240
## 29 br. sud amont 01 2001-09-26 0.001041124 2000
## 30 Morrison 06 2001-09-26 0.002099738 220
## 31 Malt 11 2001-09-26 0.008588298 150
## 32 Suggary 02 2001-09-26 0.000000000 150
## 33 Waugh sanct. 07 2001-09-26 0.015444015 590
## 34 Dempsey 12 2001-09-26 0.003407984 150
## 35 Branche sud aval 03 2001-09-26 0.002134851 660
## 36 Sewell 08 2001-09-26 0.002027027 190
## 37 Sewell 08 2001-10-31 0.002027027 140
## 38 Pok amont 04 2001-10-31 0.004366812 20
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 10
## 40 Morrison 06 2001-10-31 0.002099738 10
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 310
## 42 Pollard 10 2001-10-31 0.000000000 50
## 43 br. sud amont 01 2001-10-31 0.001041124 20
## 44 Dempsey 12 2001-10-31 0.003407984 10
## 45 Malt 11 2001-10-31 0.008588298 100
## 46 Suggary 02 2001-10-31 0.000000000 30
## 47 Waugh sanct. 07 2001-10-31 0.015444015 480
## 48 Branche sud aval 03 2001-10-31 0.002134851 30
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 10
## 50 Branche sud aval 03 2002-07-29 0.002134851 30
## 51 Sewell 08 2002-07-29 0.002027027 60
## 52 Pok amont 04 2002-07-29 0.004366812 10
## 53 br. sud amont 01 2002-07-29 0.001041124 20
## 54 Morrison 06 2002-07-29 0.002099738 10
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 10
## 56 Pollard 10 2002-07-29 0.000000000 660
## 57 Waugh sanct. 07 2002-07-29 0.015444015 80
## 58 Dempsey 12 2002-07-29 0.003407984 25
## 59 Malt 11 2002-07-29 0.008588298 10
## 60 Suggary 02 2002-07-29 0.000000000 10
## 61 Pok amont 04 2002-08-28 0.004366812 30
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 10
## 63 Dempsey 12 2002-08-28 0.003407984 10
## 64 Branche sud aval 03 2002-08-28 0.002134851 20
## 65 Sewell 08 2002-08-28 0.002027027 10
## 66 Pollard 10 2002-08-28 0.000000000 180
## 67 br. sud amont 01 2002-08-28 0.001041124 80
## 68 Morrison 06 2002-08-28 0.002099738 20
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 310
## 70 Suggary 02 2002-08-28 0.000000000 15
## 71 Waugh sanct. 07 2002-08-28 0.015444015 410
## 72 Malt 11 2002-08-28 0.008588298 30
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 10
## 74 Sewell 08 2002-10-02 0.002027027 25
## 75 Pok amont 04 2002-10-02 0.004366812 10
## 76 Waugh sanct. 07 2002-10-02 0.015444015 700
## 77 Dempsey 12 2002-10-02 0.003407984 30
## 78 Branche sud aval 03 2002-10-02 0.002134851 40
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 150
## 80 Pollard 10 2002-10-02 0.000000000 10
## 81 br. sud amont 01 2002-10-02 0.001041124 20
## 82 Morrison 06 2002-10-02 0.002099738 10
## 83 Malt 11 2002-10-02 0.008588298 90
## 84 Suggary 02 2002-10-02 0.000000000 20
## 85 Pok amont 04 2002-10-31 0.004366812 10
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 10
## 87 Branche sud aval 03 2002-10-31 0.002134851 10
## 88 Sewell 08 2002-10-31 0.002027027 10
## 89 Suggary 02 2002-10-31 0.000000000 50
## 90 Waugh sanct. 07 2002-10-31 0.015444015 40
## 91 Dempsey 12 2002-10-31 0.003407984 10
## 92 Morrison 06 2002-10-31 0.002099738 10
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 30
## 94 Pollard 10 2002-10-31 0.000000000 10
## 95 br. sud amont 01 2002-10-31 0.001041124 10
## 96 Malt 11 2002-10-31 0.008588298 10subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,E.coli_MPN_100.mL))## Station2 Date pctN_supdrainee_2020 E.coli_MPN_100.mL
## 97 Suggary 02 2021-07-28 0.0015616866 20.0
## 98 Dempsey 12 2021-07-28 0.0020997375 52.0
## 99 Branche sud aval 03 2021-07-28 0.0010735373 74.0
## 100 Sewell 08 2021-07-28 0.0000000000 98.0
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 52.0
## 102 br. sud amont 01 2021-07-28 0.0009737098 75.0
## 103 Morrison 06 2021-07-28 0.0021348514 30.0
## 104 Malt 11 2021-07-28 0.0016891892 10.0
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 75.0
## 106 Pollard 10 2021-07-28 0.0028301887 98.0
## 107 Pok amont 04 2021-07-28 0.0000000000 10.0
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 20.0
## 109 Malt 11 2021-08-31 0.0028301887 39.3
## 110 Suggary 02 2021-08-31 0.0000000000 235.9
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 68.3
## 112 Dempsey 12 2021-08-31 0.0020997375 49.6
## 113 Branche sud aval 03 2021-08-31 0.0010735373 54.5
## 114 Sewell 08 2021-08-31 0.0000000000 148.3
## 115 Pollard 10 2021-08-31 0.0034749035 117.8
## 116 br. sud amont 01 2021-08-31 0.0009737098 72.7
## 117 Morrison 06 2021-08-31 0.0021348514 25.6
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 67.7
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 70.3
## 120 Pok amont 04 2021-08-31 0.0000000000 15.6
## 121 Suggary 02 2021-10-05 0.0043668122 41.7
## 122 Morrison 06 2021-10-05 0.0028301887 24.6
## 123 Malt 11 2021-10-05 0.0000000000 47.1
## 124 Sewell 08 2021-10-05 0.0000000000 135.4
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 29.5
## 126 Dempsey 12 2021-10-05 0.0020997375 54.8
## 127 Branche sud aval 03 2021-10-05 0.0010735373 37.3
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 95.9
## 129 Pollard 10 2021-10-05 0.0034749035 62.7
## 130 br. sud amont 01 2021-10-05 0.0009737098 35.5
## 131 Pok amont 04 2021-10-05 0.0021348514 10.8
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 27.5
## 133 Malt 11 2021-10-28 0.0016891892 16.0
## 134 Suggary 02 2021-10-28 0.0043668122 7.4
## 135 br. sud amont 01 2021-10-28 0.0028301887 19.9
## 136 Morrison 06 2021-10-28 0.0020997375 12.1
## 137 Branche sud aval 03 2021-10-28 0.0000000000 39.9
## 138 Sewell 08 2021-10-28 0.0000000000 48.1
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 38.4
## 140 Dempsey 12 2021-10-28 0.0009737098 52.0
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 24.3
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 29.5
## 143 Pollard 10 2021-10-28 0.0034749035 34.5
## 144 Pok amont 04 2021-10-28 0.0021348514 14.6
## 145 Pollard 10 2022-07-28 0.0028301887 57.6
## 146 Morrison 06 2022-07-28 0.0021348514 133.4
## 147 Malt 11 2022-07-28 0.0016891892 70.3
## 148 Suggary 02 2022-07-28 0.0043668122 27.5
## 149 br. sud amont 01 2022-07-28 0.0015616866 32.7
## 150 Dempsey 12 2022-07-28 0.0020997375 41.7
## 151 Branche sud aval 03 2022-07-28 0.0000000000 59.8
## 152 Sewell 08 2022-07-28 0.0000000000 90.6
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 93.3
## 154 Pok amont 04 2022-07-28 0.0009737098 77.1
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 22.8
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 488.4
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 82.0
## 158 Pollard 10 2022-09-01 0.0028301887 1046.2
## 159 br. sud amont 01 2022-09-01 0.0009737098 114.5
## 160 Morrison 06 2022-09-01 0.0021348514 686.7
## 161 Malt 11 2022-09-01 0.0016891892 69.1
## 162 Suggary 02 2022-09-01 0.0000000000 40.2
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 88.0
## 164 Dempsey 12 2022-09-01 0.0020997375 248.1
## 165 Branche sud aval 03 2022-09-01 0.0000000000 70.3
## 166 Sewell 08 2022-09-01 0.0000000000 172.2
## 167 Pok amont 04 2022-09-01 0.0034749035 5.2
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 121.1
## 169 Sewell 08 2022-10-03 0.0028301887 48.8
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 44.1
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 59.1
## 172 Pollard 10 2022-10-03 0.0034749035 24.1
## 173 br. sud amont 01 2022-10-03 0.0009737098 57.6
## 174 Morrison 06 2022-10-03 0.0021348514 47.4
## 175 Malt 11 2022-10-03 0.0000000000 5.2
## 176 Suggary 02 2022-10-03 0.0000000000 9.7
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 65.7
## 178 Dempsey 12 2022-10-03 0.0020997375 48.0
## 179 Branche sud aval 03 2022-10-03 0.0010735373 13.4
## 180 Pok amont 04 2022-10-03 0.0000000000 8.4
## 181 Branche sud aval 03 2022-11-01 0.0043668122 24.6
## 182 Sewell 08 2022-11-01 0.0028301887 115.3
## 183 Pok amont 04 2022-11-01 0.0021348514 5.2
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 3.1
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 72.3
## 186 Pollard 10 2022-11-01 0.0034749035 20.3
## 187 br. sud amont 01 2022-11-01 0.0009737098 37.3
## 188 Morrison 06 2022-11-01 0.0020997375 39.9
## 189 Malt 11 2022-11-01 0.0000000000 45.0
## 190 Suggary 02 2022-11-01 0.0000000000 8.5
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 249.5
## 192 Dempsey 12 2022-11-01 0.0010735373 53.8ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=E.coli_MPN_100.mL,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=E.coli_MPN_100.mL,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=E.coli_MPN_100.mL),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre les coliformes et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="E.coli_MPN_100.mL") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_naturels_vs_phosphore
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Phosphorus_Total_mg_L))## Station2 Date pctN_supdrainee_1990 Phosphorus_Total_mg_L
## 1 br. sud amont 01 2001-08-01 0.001041124 0.0080
## 2 Morrison 06 2001-08-01 0.002099738 0.0080
## 3 Malt 11 2001-08-01 0.008588298 0.0110
## 4 Suggary 02 2001-08-01 0.000000000 0.0090
## 5 Waugh sanct. 07 2001-08-01 0.015444015 0.0150
## 6 Dempsey 12 2001-08-01 0.003407984 0.0140
## 7 Branche sud aval 03 2001-08-01 0.002134851 0.0080
## 8 Sewell 08 2001-08-01 0.002027027 0.0110
## 9 Pok amont 04 2001-08-01 0.004366812 0.0110
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 0.0090
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 0.0160
## 12 Pollard 10 2001-08-01 0.000000000 0.0150
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 0.0070
## 14 Pollard 10 2001-08-28 0.000000000 0.0170
## 15 br. sud amont 01 2001-08-28 0.001041124 0.0060
## 16 Morrison 06 2001-08-28 0.002099738 0.0080
## 17 Malt 11 2001-08-28 0.008588298 0.0080
## 18 Suggary 02 2001-08-28 0.000000000 0.0080
## 19 Waugh sanct. 07 2001-08-28 0.015444015 0.0090
## 20 Dempsey 12 2001-08-28 0.003407984 0.0110
## 21 Branche sud aval 03 2001-08-28 0.002134851 0.0070
## 22 Sewell 08 2001-08-28 0.002027027 0.0170
## 23 Pok amont 04 2001-08-28 0.004366812 0.0060
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 0.0130
## 25 Pok amont 04 2001-09-26 0.004366812 0.0130
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 0.0140
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 0.0130
## 28 Pollard 10 2001-09-26 0.000000000 0.0155
## 29 br. sud amont 01 2001-09-26 0.001041124 0.0130
## 30 Morrison 06 2001-09-26 0.002099738 0.0080
## 31 Malt 11 2001-09-26 0.008588298 0.0120
## 32 Suggary 02 2001-09-26 0.000000000 0.0090
## 33 Waugh sanct. 07 2001-09-26 0.015444015 0.0140
## 34 Dempsey 12 2001-09-26 0.003407984 0.0190
## 35 Branche sud aval 03 2001-09-26 0.002134851 0.0090
## 36 Sewell 08 2001-09-26 0.002027027 0.0120
## 37 Sewell 08 2001-10-31 0.002027027 0.0120
## 38 Pok amont 04 2001-10-31 0.004366812 0.0050
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 0.0050
## 40 Morrison 06 2001-10-31 0.002099738 0.0060
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 0.0110
## 42 Pollard 10 2001-10-31 0.000000000 0.0080
## 43 br. sud amont 01 2001-10-31 0.001041124 0.0050
## 44 Dempsey 12 2001-10-31 0.003407984 0.0090
## 45 Malt 11 2001-10-31 0.008588298 0.0070
## 46 Suggary 02 2001-10-31 0.000000000 0.0080
## 47 Waugh sanct. 07 2001-10-31 0.015444015 0.0120
## 48 Branche sud aval 03 2001-10-31 0.002134851 0.0050
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 0.0050
## 50 Branche sud aval 03 2002-07-29 0.002134851 0.0070
## 51 Sewell 08 2002-07-29 0.002027027 0.0200
## 52 Pok amont 04 2002-07-29 0.004366812 0.0060
## 53 br. sud amont 01 2002-07-29 0.001041124 0.0060
## 54 Morrison 06 2002-07-29 0.002099738 0.0080
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 0.0130
## 56 Pollard 10 2002-07-29 0.000000000 0.0230
## 57 Waugh sanct. 07 2002-07-29 0.015444015 0.0120
## 58 Dempsey 12 2002-07-29 0.003407984 0.0100
## 59 Malt 11 2002-07-29 0.008588298 0.0090
## 60 Suggary 02 2002-07-29 0.000000000 0.0070
## 61 Pok amont 04 2002-08-28 0.004366812 0.0100
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 0.0090
## 63 Dempsey 12 2002-08-28 0.003407984 0.0130
## 64 Branche sud aval 03 2002-08-28 0.002134851 0.0080
## 65 Sewell 08 2002-08-28 0.002027027 0.0100
## 66 Pollard 10 2002-08-28 0.000000000 0.0160
## 67 br. sud amont 01 2002-08-28 0.001041124 0.0070
## 68 Morrison 06 2002-08-28 0.002099738 0.0090
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 0.0140
## 70 Suggary 02 2002-08-28 0.000000000 0.0100
## 71 Waugh sanct. 07 2002-08-28 0.015444015 0.0130
## 72 Malt 11 2002-08-28 0.008588298 0.0110
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 0.0070
## 74 Sewell 08 2002-10-02 0.002027027 0.0155
## 75 Pok amont 04 2002-10-02 0.004366812 0.0060
## 76 Waugh sanct. 07 2002-10-02 0.015444015 0.0090
## 77 Dempsey 12 2002-10-02 0.003407984 0.0120
## 78 Branche sud aval 03 2002-10-02 0.002134851 0.0080
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 0.0110
## 80 Pollard 10 2002-10-02 0.000000000 0.0110
## 81 br. sud amont 01 2002-10-02 0.001041124 0.0050
## 82 Morrison 06 2002-10-02 0.002099738 0.0050
## 83 Malt 11 2002-10-02 0.008588298 0.0080
## 84 Suggary 02 2002-10-02 0.000000000 0.0070
## 85 Pok amont 04 2002-10-31 0.004366812 0.0060
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 0.0050
## 87 Branche sud aval 03 2002-10-31 0.002134851 0.0050
## 88 Sewell 08 2002-10-31 0.002027027 0.0130
## 89 Suggary 02 2002-10-31 0.000000000 0.0050
## 90 Waugh sanct. 07 2002-10-31 0.015444015 0.0080
## 91 Dempsey 12 2002-10-31 0.003407984 0.0080
## 92 Morrison 06 2002-10-31 0.002099738 0.0050
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 0.0090
## 94 Pollard 10 2002-10-31 0.000000000 0.0060
## 95 br. sud amont 01 2002-10-31 0.001041124 0.0065
## 96 Malt 11 2002-10-31 0.008588298 0.0050subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Phosphorus_Total_mg_L))## Station2 Date pctN_supdrainee_2020 Phosphorus_Total_mg_L
## 97 Suggary 02 2021-07-28 0.0015616866 0.018
## 98 Dempsey 12 2021-07-28 0.0020997375 0.024
## 99 Branche sud aval 03 2021-07-28 0.0010735373 0.022
## 100 Sewell 08 2021-07-28 0.0000000000 0.028
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 0.017
## 102 br. sud amont 01 2021-07-28 0.0009737098 0.016
## 103 Morrison 06 2021-07-28 0.0021348514 0.019
## 104 Malt 11 2021-07-28 0.0016891892 0.014
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 0.026
## 106 Pollard 10 2021-07-28 0.0028301887 0.051
## 107 Pok amont 04 2021-07-28 0.0000000000 0.022
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 0.014
## 109 Malt 11 2021-08-31 0.0028301887 0.005
## 110 Suggary 02 2021-08-31 0.0000000000 0.011
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 0.006
## 112 Dempsey 12 2021-08-31 0.0020997375 0.014
## 113 Branche sud aval 03 2021-08-31 0.0010735373 0.009
## 114 Sewell 08 2021-08-31 0.0000000000 0.015
## 115 Pollard 10 2021-08-31 0.0034749035 0.073
## 116 br. sud amont 01 2021-08-31 0.0009737098 0.016
## 117 Morrison 06 2021-08-31 0.0021348514 0.016
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 0.012
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 0.029
## 120 Pok amont 04 2021-08-31 0.0000000000 0.008
## 121 Suggary 02 2021-10-05 0.0043668122 0.007
## 122 Morrison 06 2021-10-05 0.0028301887 0.010
## 123 Malt 11 2021-10-05 0.0000000000 0.012
## 124 Sewell 08 2021-10-05 0.0000000000 0.024
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 0.019
## 126 Dempsey 12 2021-10-05 0.0020997375 0.018
## 127 Branche sud aval 03 2021-10-05 0.0010735373 0.015
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 0.025
## 129 Pollard 10 2021-10-05 0.0034749035 0.037
## 130 br. sud amont 01 2021-10-05 0.0009737098 0.019
## 131 Pok amont 04 2021-10-05 0.0021348514 0.008
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 0.011
## 133 Malt 11 2021-10-28 0.0016891892 0.009
## 134 Suggary 02 2021-10-28 0.0043668122 0.009
## 135 br. sud amont 01 2021-10-28 0.0028301887 0.013
## 136 Morrison 06 2021-10-28 0.0020997375 0.011
## 137 Branche sud aval 03 2021-10-28 0.0000000000 0.022
## 138 Sewell 08 2021-10-28 0.0000000000 0.020
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 0.018
## 140 Dempsey 12 2021-10-28 0.0009737098 0.015
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 0.010
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 0.018
## 143 Pollard 10 2021-10-28 0.0034749035 0.033
## 144 Pok amont 04 2021-10-28 0.0021348514 0.013
## 145 Pollard 10 2022-07-28 0.0028301887 0.034
## 146 Morrison 06 2022-07-28 0.0021348514 0.014
## 147 Malt 11 2022-07-28 0.0016891892 0.008
## 148 Suggary 02 2022-07-28 0.0043668122 0.009
## 149 br. sud amont 01 2022-07-28 0.0015616866 0.016
## 150 Dempsey 12 2022-07-28 0.0020997375 0.017
## 151 Branche sud aval 03 2022-07-28 0.0000000000 0.013
## 152 Sewell 08 2022-07-28 0.0000000000 0.019
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 0.011
## 154 Pok amont 04 2022-07-28 0.0009737098 0.009
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 0.009
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 0.019
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 0.024
## 158 Pollard 10 2022-09-01 0.0028301887 0.075
## 159 br. sud amont 01 2022-09-01 0.0009737098 0.015
## 160 Morrison 06 2022-09-01 0.0021348514 0.021
## 161 Malt 11 2022-09-01 0.0016891892 0.008
## 162 Suggary 02 2022-09-01 0.0000000000 0.010
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 0.021
## 164 Dempsey 12 2022-09-01 0.0020997375 0.021
## 165 Branche sud aval 03 2022-09-01 0.0000000000 0.016
## 166 Sewell 08 2022-09-01 0.0000000000 0.019
## 167 Pok amont 04 2022-09-01 0.0034749035 0.010
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 0.012
## 169 Sewell 08 2022-10-03 0.0028301887 0.016
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 0.019
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 0.022
## 172 Pollard 10 2022-10-03 0.0034749035 0.049
## 173 br. sud amont 01 2022-10-03 0.0009737098 0.016
## 174 Morrison 06 2022-10-03 0.0021348514 0.014
## 175 Malt 11 2022-10-03 0.0000000000 0.007
## 176 Suggary 02 2022-10-03 0.0000000000 0.005
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 0.013
## 178 Dempsey 12 2022-10-03 0.0020997375 0.013
## 179 Branche sud aval 03 2022-10-03 0.0010735373 0.009
## 180 Pok amont 04 2022-10-03 0.0000000000 0.013
## 181 Branche sud aval 03 2022-11-01 0.0043668122 0.013
## 182 Sewell 08 2022-11-01 0.0028301887 0.021
## 183 Pok amont 04 2022-11-01 0.0021348514 0.011
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 0.017
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 0.020
## 186 Pollard 10 2022-11-01 0.0034749035 0.041
## 187 br. sud amont 01 2022-11-01 0.0009737098 0.020
## 188 Morrison 06 2022-11-01 0.0020997375 0.018
## 189 Malt 11 2022-11-01 0.0000000000 0.009
## 190 Suggary 02 2022-11-01 0.0000000000 0.010
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 0.017
## 192 Dempsey 12 2022-11-01 0.0010735373 0.021ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Phosphorus_Total_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Phosphorus_Total_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Phosphorus_Total_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le phosphore et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Phosphorus_Total_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
superficie_naturels_vs_nitrate
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctN_supdrainee_1990,Nitrate_as_N_mg_L))## Station2 Date pctN_supdrainee_1990 Nitrate_as_N_mg_L
## 1 br. sud amont 01 2001-08-01 0.001041124 0.0500
## 2 Morrison 06 2001-08-01 0.002099738 0.0940
## 3 Malt 11 2001-08-01 0.008588298 0.0500
## 4 Suggary 02 2001-08-01 0.000000000 0.0500
## 5 Waugh sanct. 07 2001-08-01 0.015444015 0.0500
## 6 Dempsey 12 2001-08-01 0.003407984 0.0500
## 7 Branche sud aval 03 2001-08-01 0.002134851 0.0500
## 8 Sewell 08 2001-08-01 0.002027027 0.1360
## 9 Pok amont 04 2001-08-01 0.004366812 0.0500
## 10 Trout Val-Doucet 09 2001-08-01 0.002830189 0.0500
## 11 McConnell Six Rd 05 2001-08-01 0.000000000 0.2510
## 12 Pollard 10 2001-08-01 0.000000000 0.2600
## 13 Trout Val-Doucet 09 2001-08-28 0.002830189 0.0500
## 14 Pollard 10 2001-08-28 0.000000000 0.3010
## 15 br. sud amont 01 2001-08-28 0.001041124 0.0500
## 16 Morrison 06 2001-08-28 0.002099738 0.0910
## 17 Malt 11 2001-08-28 0.008588298 0.0500
## 18 Suggary 02 2001-08-28 0.000000000 0.0500
## 19 Waugh sanct. 07 2001-08-28 0.015444015 0.0500
## 20 Dempsey 12 2001-08-28 0.003407984 0.0500
## 21 Branche sud aval 03 2001-08-28 0.002134851 0.0500
## 22 Sewell 08 2001-08-28 0.002027027 0.1330
## 23 Pok amont 04 2001-08-28 0.004366812 0.0500
## 24 McConnell Six Rd 05 2001-08-28 0.000000000 0.2810
## 25 Pok amont 04 2001-09-26 0.004366812 0.0500
## 26 Trout Val-Doucet 09 2001-09-26 0.002830189 0.0500
## 27 McConnell Six Rd 05 2001-09-26 0.000000000 0.2110
## 28 Pollard 10 2001-09-26 0.000000000 0.1845
## 29 br. sud amont 01 2001-09-26 0.001041124 0.0770
## 30 Morrison 06 2001-09-26 0.002099738 0.0500
## 31 Malt 11 2001-09-26 0.008588298 0.0500
## 32 Suggary 02 2001-09-26 0.000000000 0.0500
## 33 Waugh sanct. 07 2001-09-26 0.015444015 0.0500
## 34 Dempsey 12 2001-09-26 0.003407984 0.0500
## 35 Branche sud aval 03 2001-09-26 0.002134851 0.0500
## 36 Sewell 08 2001-09-26 0.002027027 0.0500
## 37 Sewell 08 2001-10-31 0.002027027 0.0500
## 38 Pok amont 04 2001-10-31 0.004366812 0.0500
## 39 Trout Val-Doucet 09 2001-10-31 0.002830189 0.0500
## 40 Morrison 06 2001-10-31 0.002099738 0.0500
## 41 McConnell Six Rd 05 2001-10-31 0.000000000 0.0500
## 42 Pollard 10 2001-10-31 0.000000000 0.2300
## 43 br. sud amont 01 2001-10-31 0.001041124 0.0500
## 44 Dempsey 12 2001-10-31 0.003407984 0.0500
## 45 Malt 11 2001-10-31 0.008588298 0.0500
## 46 Suggary 02 2001-10-31 0.000000000 0.0500
## 47 Waugh sanct. 07 2001-10-31 0.015444015 0.0500
## 48 Branche sud aval 03 2001-10-31 0.002134851 0.0500
## 49 Trout Val-Doucet 09 2002-07-29 0.002830189 0.0500
## 50 Branche sud aval 03 2002-07-29 0.002134851 0.0500
## 51 Sewell 08 2002-07-29 0.002027027 0.2200
## 52 Pok amont 04 2002-07-29 0.004366812 0.0700
## 53 br. sud amont 01 2002-07-29 0.001041124 0.0500
## 54 Morrison 06 2002-07-29 0.002099738 0.0700
## 55 McConnell Six Rd 05 2002-07-29 0.000000000 0.2800
## 56 Pollard 10 2002-07-29 0.000000000 0.3300
## 57 Waugh sanct. 07 2002-07-29 0.015444015 0.0500
## 58 Dempsey 12 2002-07-29 0.003407984 0.0500
## 59 Malt 11 2002-07-29 0.008588298 0.0500
## 60 Suggary 02 2002-07-29 0.000000000 0.1900
## 61 Pok amont 04 2002-08-28 0.004366812 0.0700
## 62 Trout Val-Doucet 09 2002-08-28 0.002830189 0.0500
## 63 Dempsey 12 2002-08-28 0.003407984 0.0500
## 64 Branche sud aval 03 2002-08-28 0.002134851 0.0500
## 65 Sewell 08 2002-08-28 0.002027027 0.0500
## 66 Pollard 10 2002-08-28 0.000000000 0.1800
## 67 br. sud amont 01 2002-08-28 0.001041124 0.0500
## 68 Morrison 06 2002-08-28 0.002099738 0.0700
## 69 McConnell Six Rd 05 2002-08-28 0.000000000 0.3000
## 70 Suggary 02 2002-08-28 0.000000000 0.1750
## 71 Waugh sanct. 07 2002-08-28 0.015444015 0.0500
## 72 Malt 11 2002-08-28 0.008588298 0.0500
## 73 Trout Val-Doucet 09 2002-10-02 0.002830189 0.0500
## 74 Sewell 08 2002-10-02 0.002027027 0.0500
## 75 Pok amont 04 2002-10-02 0.004366812 0.0500
## 76 Waugh sanct. 07 2002-10-02 0.015444015 0.0500
## 77 Dempsey 12 2002-10-02 0.003407984 0.0500
## 78 Branche sud aval 03 2002-10-02 0.002134851 0.0500
## 79 McConnell Six Rd 05 2002-10-02 0.000000000 0.1900
## 80 Pollard 10 2002-10-02 0.000000000 0.1300
## 81 br. sud amont 01 2002-10-02 0.001041124 0.0500
## 82 Morrison 06 2002-10-02 0.002099738 0.0500
## 83 Malt 11 2002-10-02 0.008588298 0.0500
## 84 Suggary 02 2002-10-02 0.000000000 0.1300
## 85 Pok amont 04 2002-10-31 0.004366812 0.0500
## 86 Trout Val-Doucet 09 2002-10-31 0.002830189 0.0500
## 87 Branche sud aval 03 2002-10-31 0.002134851 0.0500
## 88 Sewell 08 2002-10-31 0.002027027 0.2300
## 89 Suggary 02 2002-10-31 0.000000000 0.1500
## 90 Waugh sanct. 07 2002-10-31 0.015444015 0.0800
## 91 Dempsey 12 2002-10-31 0.003407984 0.0500
## 92 Morrison 06 2002-10-31 0.002099738 0.0700
## 93 McConnell Six Rd 05 2002-10-31 0.000000000 0.2200
## 94 Pollard 10 2002-10-31 0.000000000 0.1900
## 95 br. sud amont 01 2002-10-31 0.001041124 0.0500
## 96 Malt 11 2002-10-31 0.008588298 0.1300subset(Period2, select=c(Station2, Date, pctN_supdrainee_2020,Nitrate_as_N_mg_L))## Station2 Date pctN_supdrainee_2020 Nitrate_as_N_mg_L
## 97 Suggary 02 2021-07-28 0.0015616866 0.11
## 98 Dempsey 12 2021-07-28 0.0020997375 0.08
## 99 Branche sud aval 03 2021-07-28 0.0010735373 0.05
## 100 Sewell 08 2021-07-28 0.0000000000 0.17
## 101 Waugh sanct. 07 2021-07-28 0.0034749035 0.06
## 102 br. sud amont 01 2021-07-28 0.0009737098 0.08
## 103 Morrison 06 2021-07-28 0.0021348514 0.05
## 104 Malt 11 2021-07-28 0.0016891892 0.06
## 105 McConnell Six Rd 05 2021-07-28 0.0043668122 0.21
## 106 Pollard 10 2021-07-28 0.0028301887 0.40
## 107 Pok amont 04 2021-07-28 0.0000000000 0.12
## 108 Trout Val-Doucet 09 2021-07-28 0.0000000000 0.18
## 109 Malt 11 2021-08-31 0.0028301887 0.06
## 110 Suggary 02 2021-08-31 0.0000000000 0.12
## 111 Waugh sanct. 07 2021-08-31 0.0015616866 0.05
## 112 Dempsey 12 2021-08-31 0.0020997375 0.08
## 113 Branche sud aval 03 2021-08-31 0.0010735373 0.06
## 114 Sewell 08 2021-08-31 0.0000000000 0.12
## 115 Pollard 10 2021-08-31 0.0034749035 0.32
## 116 br. sud amont 01 2021-08-31 0.0009737098 0.05
## 117 Morrison 06 2021-08-31 0.0021348514 0.05
## 118 Trout Val-Doucet 09 2021-08-31 0.0016891892 0.14
## 119 McConnell Six Rd 05 2021-08-31 0.0043668122 0.21
## 120 Pok amont 04 2021-08-31 0.0000000000 0.10
## 121 Suggary 02 2021-10-05 0.0043668122 0.17
## 122 Morrison 06 2021-10-05 0.0028301887 0.06
## 123 Malt 11 2021-10-05 0.0000000000 0.12
## 124 Sewell 08 2021-10-05 0.0000000000 0.13
## 125 Waugh sanct. 07 2021-10-05 0.0015616866 0.05
## 126 Dempsey 12 2021-10-05 0.0020997375 0.09
## 127 Branche sud aval 03 2021-10-05 0.0010735373 0.05
## 128 McConnell Six Rd 05 2021-10-05 0.0000000000 0.33
## 129 Pollard 10 2021-10-05 0.0034749035 0.38
## 130 br. sud amont 01 2021-10-05 0.0009737098 0.05
## 131 Pok amont 04 2021-10-05 0.0021348514 0.11
## 132 Trout Val-Doucet 09 2021-10-05 0.0016891892 0.22
## 133 Malt 11 2021-10-28 0.0016891892 0.07
## 134 Suggary 02 2021-10-28 0.0043668122 0.15
## 135 br. sud amont 01 2021-10-28 0.0028301887 0.05
## 136 Morrison 06 2021-10-28 0.0020997375 0.08
## 137 Branche sud aval 03 2021-10-28 0.0000000000 0.07
## 138 Sewell 08 2021-10-28 0.0000000000 0.14
## 139 Waugh sanct. 07 2021-10-28 0.0015616866 0.05
## 140 Dempsey 12 2021-10-28 0.0009737098 0.10
## 141 Trout Val-Doucet 09 2021-10-28 0.0010735373 0.27
## 142 McConnell Six Rd 05 2021-10-28 0.0000000000 0.36
## 143 Pollard 10 2021-10-28 0.0034749035 0.38
## 144 Pok amont 04 2021-10-28 0.0021348514 0.13
## 145 Pollard 10 2022-07-28 0.0028301887 0.40
## 146 Morrison 06 2022-07-28 0.0021348514 0.08
## 147 Malt 11 2022-07-28 0.0016891892 0.06
## 148 Suggary 02 2022-07-28 0.0043668122 0.11
## 149 br. sud amont 01 2022-07-28 0.0015616866 0.05
## 150 Dempsey 12 2022-07-28 0.0020997375 0.11
## 151 Branche sud aval 03 2022-07-28 0.0000000000 0.07
## 152 Sewell 08 2022-07-28 0.0000000000 0.17
## 153 Waugh sanct. 07 2022-07-28 0.0034749035 0.05
## 154 Pok amont 04 2022-07-28 0.0009737098 0.07
## 155 Trout Val-Doucet 09 2022-07-28 0.0010735373 0.15
## 156 McConnell Six Rd 05 2022-07-28 0.0000000000 0.36
## 157 McConnell Six Rd 05 2022-09-01 0.0043668122 0.26
## 158 Pollard 10 2022-09-01 0.0028301887 0.53
## 159 br. sud amont 01 2022-09-01 0.0009737098 0.05
## 160 Morrison 06 2022-09-01 0.0021348514 0.06
## 161 Malt 11 2022-09-01 0.0016891892 0.10
## 162 Suggary 02 2022-09-01 0.0000000000 0.13
## 163 Waugh sanct. 07 2022-09-01 0.0015616866 0.10
## 164 Dempsey 12 2022-09-01 0.0020997375 0.15
## 165 Branche sud aval 03 2022-09-01 0.0000000000 0.06
## 166 Sewell 08 2022-09-01 0.0000000000 0.17
## 167 Pok amont 04 2022-09-01 0.0034749035 0.06
## 168 Trout Val-Doucet 09 2022-09-01 0.0010735373 0.12
## 169 Sewell 08 2022-10-03 0.0028301887 0.08
## 170 Trout Val-Doucet 09 2022-10-03 0.0016891892 0.11
## 171 McConnell Six Rd 05 2022-10-03 0.0043668122 0.27
## 172 Pollard 10 2022-10-03 0.0034749035 0.50
## 173 br. sud amont 01 2022-10-03 0.0009737098 0.06
## 174 Morrison 06 2022-10-03 0.0021348514 0.05
## 175 Malt 11 2022-10-03 0.0000000000 0.06
## 176 Suggary 02 2022-10-03 0.0000000000 0.15
## 177 Waugh sanct. 07 2022-10-03 0.0015616866 0.09
## 178 Dempsey 12 2022-10-03 0.0020997375 0.09
## 179 Branche sud aval 03 2022-10-03 0.0010735373 0.05
## 180 Pok amont 04 2022-10-03 0.0000000000 0.05
## 181 Branche sud aval 03 2022-11-01 0.0043668122 0.05
## 182 Sewell 08 2022-11-01 0.0028301887 0.15
## 183 Pok amont 04 2022-11-01 0.0021348514 0.07
## 184 Trout Val-Doucet 09 2022-11-01 0.0016891892 0.14
## 185 McConnell Six Rd 05 2022-11-01 0.0000000000 0.25
## 186 Pollard 10 2022-11-01 0.0034749035 0.54
## 187 br. sud amont 01 2022-11-01 0.0009737098 0.07
## 188 Morrison 06 2022-11-01 0.0020997375 0.09
## 189 Malt 11 2022-11-01 0.0000000000 0.07
## 190 Suggary 02 2022-11-01 0.0000000000 0.16
## 191 Waugh sanct. 07 2022-11-01 0.0015616866 0.06
## 192 Dempsey 12 2022-11-01 0.0010735373 0.11ggplot() +
geom_point(data=Period1, aes(x=pctN_supdrainee_1990, y=Nitrate_as_N_mg_L,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctN_supdrainee_1990, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=pctN_supdrainee_2020, y=Nitrate_as_N_mg_L,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=pctN_supdrainee_2020, y=Nitrate_as_N_mg_L),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre le nitrate et les superficies naturels",
x=" Les superficies naturels (fraction de la superficie du bassin)",
y="Nitrate_as_N_mg_L") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Précipitation totale:
# Crée la variable pourcentage
Pok2001.2022$pctN_supdrainee_1990 = Pok2001.2022$precip.tot.2jours /
Pok2001.2022$precip.tot.21jours
Pok2001.2022$pctN_supdrainee_2020 = Pok2001.2022$precip.tot.6jours /
Pok2001.2022$precip.tot.21joursTemp_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre Température et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Temp_eau_YSI_degC")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre Température et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Temp_eau_YSI_degC")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre Température et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Temp_eau_YSI_degC")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Temp_eau_YSI_degC)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre Température et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Temp_eau_YSI_degC")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p3)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p4)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
Oxygène_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Oxyg_dissous_YSI_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre l'Oxygène et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Oxyg_dissous_YSI_mg_L")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Oxyg_dissous_YSI_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre l'Oxygène et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Oxyg_dissous_YSI_mg_L")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Oxyg_dissous_YSI_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre l'Oxygène et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Oxyg_dissous_YSI_mg_L")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Oxyg_dissous_YSI_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre l'Oxygène et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Oxyg_dissous_YSI_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p3)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
print(p4)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range (`stat_smooth()`).
## Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
conductivité_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Conductivity_microS_cm)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Conductivity_microS_cm")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Conductivity_microS_cm)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Conductivity_microS_cm")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Conductivity_microS_cm)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Conductivity_microS_cm")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Conductivity_microS_cm)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Conductivity_microS_cm")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
print(p3)## `geom_smooth()` using formula = 'y ~ x'
print(p4)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
pH_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=pH_units)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="pH_units")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=pH_units)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="pH_units")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=pH_units)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="pH_units")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=pH_units)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="pH_units")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p3)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p4)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
turbidité_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Turbidity_NTU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Turbidity_NTU")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Turbidity_NTU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Turbidity_NTU")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Turbidity_NTU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Turbidity_NTU")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Turbidity_NTU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Turbidity_NTU")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p3)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p4)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
couleur_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Colour_TCU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Colour_TCU")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Colour_TCU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Colour_TCU")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Colour_TCU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Colour_TCU")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Colour_TCU)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Colour_TCU")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p3)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
print(p4)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1 row containing non-finite outside the scale range (`stat_smooth()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
COT_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Carbon_Total_Organic_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Carbon_Total_Organic_mg_L")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Carbon_Total_Organic_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Carbon_Total_Organic_mg_L")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Carbon_Total_Organic_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Carbon_Total_Organic_mg_L")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Carbon_Total_Organic_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Carbon_Total_Organic_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
print(p3)## `geom_smooth()` using formula = 'y ~ x'
print(p4)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Coliforme_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=E.coli_MPN_100.mL)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="E.coli_MPN_100.mL")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=E.coli_MPN_100.mL)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="E.coli_MPN_100.mL")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=E.coli_MPN_100.mL)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="E.coli_MPN_100.mL")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=E.coli_MPN_100.mL)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="E.coli_MPN_100.mL")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
print(p3)## `geom_smooth()` using formula = 'y ~ x'
print(p4)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
Phosphore_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Phosphorus_Total_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Phosphorus_Total_mg_L")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Phosphorus_Total_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Phosphorus_Total_mg_L")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Phosphorus_Total_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Phosphorus_Total_mg_L")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Phosphorus_Total_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Phosphorus_Total_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
print(p3)## `geom_smooth()` using formula = 'y ~ x'
print(p4)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
nitrate_VS_Précip_total
# Créer un graphique pour la précipitation à 2 jours plus tôt
p1 <- ggplot(Pok2001.2022, aes(x=precip.tot.2jours, y=Nitrate_as_N_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="red") +
labs(title="Relation entre la conductivité et la Précipitation 2jrs avant",
x="precip.tot.2jours",
y="Nitrate_as_N_mg_L")
# Créer un graphique pour la précipitation à 6 jours plus tôt
p2 <- ggplot(Pok2001.2022, aes(x=precip.tot.6jours, y=Nitrate_as_N_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="blue") +
labs(title="Relation entre la conductivité et la Précipitation 6jrs avant",
x="precip.tot.6jours",
y="Nitrate_as_N_mg_L")
# Créer un graphique pour la précipitation à 14 jours plus tôt
p3 <- ggplot(Pok2001.2022, aes(x=precip.tot.14jours, y=Nitrate_as_N_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="yellow") +
labs(title="Relation entre la conductivité et la Précipitation 14jrs avant",
x="precip.tot.14jours",
y="Nitrate_as_N_mg_L")
# Créer un graphique pour la précipitation à 21 jours plus tôt
p4 <- ggplot(Pok2001.2022, aes(x=precip.tot.21jours, y=Nitrate_as_N_mg_L)) +
geom_point() +
geom_smooth(method=lm, se=FALSE, color="green") +
labs(title="Relation entre la conductivité et la Précipitation 21jrs avant",
x="precip.tot.21jours",
y="Nitrate_as_N_mg_L")
# Afficher les graphiques
print(p1)## `geom_smooth()` using formula = 'y ~ x'
print(p2)## `geom_smooth()` using formula = 'y ~ x'
print(p3)## `geom_smooth()` using formula = 'y ~ x'
print(p4)## `geom_smooth()` using formula = 'y ~ x'
ggarrange(p1, p2, p3, p4, ncol=2, nrow=2)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
# Temp_eau_YSI_degC
# Oxyg_dissous_YSI_mg_L
# Conductivity_microS_cm
# pH_units
# Turbidity_NTU
# Colour_TCU
# Carbon_Total_Organic_mg_L
# E.coli_MPN_100.mL
# Phosphorus_Total_mg_L
# Nitrate_as_N_mg_L#code recu d’Alain le 16 juillet 2024 sur les arbres de régressions
#NF_km2_supdrainee_1990
library("partykit") # pour ctree## Warning: le package 'partykit' a été compilé avec la version R 4.3.3## Le chargement a nécessité le package : grid## Le chargement a nécessité le package : libcoin## Warning: le package 'libcoin' a été compilé avec la version R 4.3.3## Le chargement a nécessité le package : mvtnorm## Warning: le package 'mvtnorm' a été compilé avec la version R 4.3.3library("strucchange") # for p values of ctree models## Warning: le package 'strucchange' a été compilé avec la version R 4.3.3## Le chargement a nécessité le package : zoo## Warning: le package 'zoo' a été compilé avec la version R 4.3.3##
## Attachement du package : 'zoo'## Les objets suivants sont masqués depuis 'package:base':
##
## as.Date, as.Date.numeric## Le chargement a nécessité le package : sandwich## Warning: le package 'sandwich' a été compilé avec la version R 4.3.3# Créer une variable "Mois"
Pok2001.2022$Mois<-format(as.Date(Pok2001.2022$Date, format="%Y-%m-%d"),"%m")
class(Pok2001.2022$Mois)## [1] "character"# Convertir la classe en facteur
Pok2001.2022$Mois=as.factor(Pok2001.2022$Mois)
class(Pok2001.2022$Mois)## [1] "factor"# Voir les niveaux du facteur "Mois"
levels(Pok2001.2022$Mois)## [1] "07" "08" "09" "10" "11"table(Pok2001.2022$Mois)##
## 07 08 09 10 11
## 36 48 24 72 12# Créer une variable "Annee"
Pok2001.2022$Annee<-format(as.Date(Pok2001.2022$Date, format="%Y-%m-%d"),"%Y")
class(Pok2001.2022$Annee)## [1] "character"Pok2001.2022$Annee=as.factor(Pok2001.2022$Annee)
levels(Pok2001.2022$Annee)## [1] "2001" "2002" "2021" "2022"table(Pok2001.2022$Annee)##
## 2001 2002 2021 2022
## 48 48 48 48# Présentation de la fonction "ctree" ("categorical tree") avec
# un modèle de température en fonction du mois de l'année
partykit::ctree(Temp_eau_YSI_degC~Mois, data=Pok2001.2022)##
## Model formula:
## Temp_eau_YSI_degC ~ Mois
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 08, 09
## | | [3] Mois in 07: 14.511 (n = 36, err = 144.2)
## | | [4] Mois in 08, 09: 12.582 (n = 72, err = NaN)
## | [5] Mois in 10, 11: 6.337 (n = 84, err = NaN)
##
## Number of inner nodes: 2
## Number of terminal nodes: 3# Les températures du mois de juillet (moyenne=14,5 deg. C) se distinguent
# de celles des mois d'août et de septembre (12,6 deg. C) et de celles
# des mois d'octobre-novembre (6,3 deg. C)
# Ces divisions binaires sont-elles "statistiquement signficatives"?
ctree01_temp_mois=partykit::ctree(Temp_eau_YSI_degC~Mois, data=Pok2001.2022,
control=partykit::ctree_control(minsplit=1, minbucket=1,minprob=0.1,
maxdepth=1, testtype="Teststatistic"))
ctree01_temp_mois ##
## Model formula:
## Temp_eau_YSI_degC ~ Mois
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 08, 09: 13.231 (n = 108, err = NaN)
## | [3] Mois in 10, 11: 6.337 (n = 84, err = NaN)
##
## Number of inner nodes: 1
## Number of terminal nodes: 2sctest(ctree01_temp_mois)## $`1`
## Mois
## statistic 121.8379
## p.value NA
##
## $`2`
## NULL
##
## $`3`
## NULL# À faire: comprendre pourquoi les valeurs p ne sont pas calculées
#plot(ctree01_temp_mois)
# Modèle avec plus de paramètres (à explorer)
# ctree01_temp_mois=partykit::ctree(Temp_eau_YSI_degC~Mois, data=Pok2001.2022,
#control=partykit::ctree_control(minsplit=1, minbucket=1,minprob=0.1,
#maxdepth=1,
#testtype="Teststatistic"))
# On peut ajouter plusieurs variables indépendantes "X" au modèle:
ctree02_temp=partykit::ctree(Temp_eau_YSI_degC~ Mois + Period, data=Pok2001.2022,
control=partykit::ctree_control(testtype="Teststatistic"))
ctree02_temp##
## Model formula:
## Temp_eau_YSI_degC ~ Mois + Period
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 08, 09
## | | [3] Mois in 07
## | | | [4] Period in 2001-2002: 16.208 (n = 12, err = 21.2)
## | | | [5] Period in 2021-2022: 13.662 (n = 24, err = 71.2)
## | | [6] Mois in 08, 09
## | | | [7] Period in 2001-2002: 11.879 (n = 48, err = NaN)
## | | | [8] Period in 2021-2022: 13.958 (n = 24, err = 71.1)
## | [9] Mois in 10, 11
## | | [10] Period in 2001-2002: 5.523 (n = 36, err = NaN)
## | | [11] Period in 2021-2022: 6.931 (n = 48, err = 45.2)
##
## Number of inner nodes: 5
## Number of terminal nodes: 6# La première division se fait selon les mois: le mois de juillet se distinguent des mois
# d'août et septembre et ceux-ci se distinguent des mois d'octobre et novembre.
# Dans le mois de juillet, la période 1 a été plus chaude (16,2 deg. C en moyenne)
# que la période 2 (13,6 deg. C).
sctest(ctree02_temp)## $`1`
## Mois Period
## statistic 121.8379 0.2334999
## p.value NA NA
##
## $`2`
## Mois Period
## statistic 12.76426 4.01357
## p.value NA NA
##
## $`3`
## Period
## statistic 12.58188
## p.value NA
##
## $`4`
## NULL
##
## $`5`
## NULL
##
## $`6`
## Mois Period
## statistic 0.5282314 8.921507
## p.value NA NA
##
## $`7`
## Mois
## statistic 0.2006006
## p.value NA
##
## $`8`
## Mois
## statistic 0.8200614
## p.value NA
##
## $`9`
## Mois Period
## statistic 0.7334457 5.443585
## p.value NA NA
##
## $`10`
## NULL
##
## $`11`
## Mois
## statistic 0.01219724
## p.value NA#plot(ctree02_temp)
# On peut ajouter plusieurs variables dépendantes "Y" au modèle:
ctree03_temp_pH=partykit::ctree(Temp_eau_YSI_degC+pH_units~Mois, data=Pok2001.2022,
control=partykit::ctree_control(testtype="Teststatistic"))
ctree03_temp_pH##
## Model formula:
## ~Temp_eau_YSI_degC + pH_units + Mois
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 08, 09
## | | [3] Mois in 07: *
## | | [4] Mois in 08, 09
## | | | [5] Mois in 08: *
## | | | [6] Mois in 09: *
## | [7] Mois in 10, 11
## | | [8] Mois in 10: *
## | | [9] Mois in 11: *
##
## Number of inner nodes: 4
## Number of terminal nodes: 5sctest(ctree03_temp_pH)## $`1`
## Mois
## statistic 149.8742
## p.value NA
##
## $`2`
## Mois
## statistic 32.31471
## p.value NA
##
## $`3`
## NULL
##
## $`4`
## Mois
## statistic 3.02104
## p.value NA
##
## $`5`
## NULL
##
## $`6`
## NULL
##
## $`7`
## Mois
## statistic 5.49241
## p.value NA
##
## $`8`
## NULL
##
## $`9`
## NULL#plot(ctree03_temp_pH)
# On peut ajouter plusieurs variables "Y" (tous les paramètres ensemble,
# permettant ainsi de parler de "qualité de l'eau") et plusieurs variables X...essaie Gaël sur les arbres de régression
#NF_km2_supdrainee_1990
library("partykit") # pour ctree
library("strucchange") # for p values of ctree models
# Créer une variable "Mois"
Pok2001.2022$Mois<-format(as.Date(Pok2001.2022$Date, format="%Y-%m-%d"),"%m")
class(Pok2001.2022$Mois)## [1] "character"# Convertir la classe en facteur
Pok2001.2022$Mois=as.factor(Pok2001.2022$Mois)
class(Pok2001.2022$Mois)## [1] "factor"# Voir les niveaux du facteur "Mois"
levels(Pok2001.2022$Mois)## [1] "07" "08" "09" "10" "11"table(Pok2001.2022$Mois)##
## 07 08 09 10 11
## 36 48 24 72 12# Créer une variable "Annee"
Pok2001.2022$Annee<-format(as.Date(Pok2001.2022$Date, format="%Y-%m-%d"),"%Y")
class(Pok2001.2022$Annee)## [1] "character"Pok2001.2022$Annee=as.factor(Pok2001.2022$Annee)
levels(Pok2001.2022$Annee)## [1] "2001" "2002" "2021" "2022"table(Pok2001.2022$Annee)##
## 2001 2002 2021 2022
## 48 48 48 48# Présentation de la fonction "ctree" ("categorical tree") avec
# un modèle de température en fonction du mois de l'année
partykit::ctree(Oxyg_dissous_YSI_mg_L~Mois, data=Pok2001.2022)##
## Model formula:
## Oxyg_dissous_YSI_mg_L ~ Mois
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 08, 09, 10: 9.512 (n = 180, err = NaN)
## | [3] Mois in 11: 11.483 (n = 12, err = 9.2)
##
## Number of inner nodes: 1
## Number of terminal nodes: 2# Les températures du mois de juillet (moyenne=14,5 deg. C) se distinguent
# de celles des mois d'août et de septembre (12,6 deg. C) et de celles
# des mois d'octobre-novembre (6,3 deg. C)
# Ces divisions binaires sont-elles "statistiquement signficatives"?
ctree01_temp_mois=partykit::ctree(Oxyg_dissous_YSI_mg_L~Mois, data=Pok2001.2022,
control=partykit::ctree_control(minsplit=1, minbucket=1,minprob=0.1,
maxdepth=1))
ctree01_temp_mois##
## Model formula:
## Oxyg_dissous_YSI_mg_L ~ Mois
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 09, 10: 9.355 (n = 132, err = NaN)
## | [3] Mois in 08, 11: 10.260 (n = 60, err = NaN)
##
## Number of inner nodes: 1
## Number of terminal nodes: 2sctest(ctree01_temp_mois)## $`1`
## Mois
## statistic 2.477203e+01
## p.value 5.590790e-05
##
## $`2`
## NULL
##
## $`3`
## NULL# À faire: comprendre pourquoi les valeurs p ne sont pas calculées
#plot(ctree01_temp_mois)
# Vérifier si le modèle contient des valeurs NaN
#any(is.nan(ctree01_temp_mois))
# Modèle avec plus de paramètres (à explorer)
# ctree01_temp_mois=partykit::ctree(Temp_eau_YSI_degC~Mois, data=Pok2001.2022,
#control=partykit::ctree_control(minsplit=1, minbucket=1,minprob=0.1,
#maxdepth=1,
#testtype="Teststatistic"))
# On peut ajouter plusieurs variables indépendantes "X" au modèle:
ctree02_temp=partykit::ctree(Oxyg_dissous_YSI_mg_L~ Mois + Period, data=Pok2001.2022,
control=partykit::ctree_control(minsplit=1, minbucket=1,minprob=0.1,
maxdepth=1))
ctree02_temp##
## Model formula:
## Oxyg_dissous_YSI_mg_L ~ Mois + Period
##
## Fitted party:
## [1] root
## | [2] Period in 2001-2002: 8.820 (n = 96, err = NaN)
## | [3] Period in 2021-2022: 10.436 (n = 96, err = 153.4)
##
## Number of inner nodes: 1
## Number of terminal nodes: 2# La première division se fait selon les mois: le mois de juillet se distinguent des mois
# d'août et septembre et ceux-ci se distinguent des mois d'octobre et novembre.
# Dans le mois de juillet, la période 1 a été plus chaude (16,2 deg. C en moyenne)
# que la période 2 (13,6 deg. C).
sctest(ctree02_temp)## $`1`
## Mois Period
## statistic 2.477203e+01 5.033877e+01
## p.value 1.118127e-04 2.587365e-12
##
## $`2`
## NULL
##
## $`3`
## NULL#plot(ctree02_temp)
# On peut ajouter plusieurs variables dépendantes "Y" au modèle:
ctree03_temp_pH=partykit::ctree(Temp_eau_YSI_degC+Oxyg_dissous_YSI_mg_L+Conductivity_microS_cm+pH_units+Turbidity_NTU+Colour_TCU+Carbon_Total_Organic_mg_L+E.coli_MPN_100.mL+Phosphorus_Total_mg_L+Nitrate_as_N_mg_L~Mois, data=Pok2001.2022,
control=partykit::ctree_control(testtype="Teststatistic"))
ctree03_temp_pH##
## Model formula:
## ~Temp_eau_YSI_degC + Oxyg_dissous_YSI_mg_L + Conductivity_microS_cm +
## pH_units + Turbidity_NTU + Colour_TCU + Carbon_Total_Organic_mg_L +
## E.coli_MPN_100.mL + Phosphorus_Total_mg_L + Nitrate_as_N_mg_L +
## Mois
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 08, 09
## | | [3] Mois in 07, 08
## | | | [4] Mois in 07: *
## | | | [5] Mois in 08: *
## | | [6] Mois in 09: *
## | [7] Mois in 10, 11
## | | [8] Mois in 10: *
## | | [9] Mois in 11: *
##
## Number of inner nodes: 4
## Number of terminal nodes: 5sctest(ctree03_temp_pH)## $`1`
## Mois
## statistic 234.0736
## p.value NA
##
## $`2`
## Mois
## statistic 78.74955
## p.value NA
##
## $`3`
## Mois
## statistic 25.63629
## p.value NA
##
## $`4`
## NULL
##
## $`5`
## NULL
##
## $`6`
## NULL
##
## $`7`
## Mois
## statistic 21.59631
## p.value NA
##
## $`8`
## NULL
##
## $`9`
## NULL#plot(ctree03_temp_pH)
# On peut ajouter plusieurs variables "Y" (tous les paramètres ensemble,
# permettant ainsi de parler de "qualité de l'eau") et plusieurs variables X...ctree03=partykit::ctree(Temp_eau_YSI_degC+Oxyg_dissous_YSI_mg_L+Conductivity_microS_cm+pH_units+Turbidity_NTU+Colour_TCU+Carbon_Total_Organic_mg_L+E.coli_MPN_100.mL+Phosphorus_Total_mg_L+Nitrate_as_N_mg_L~Annee+Mois, data=Pok2001.2022,
control=partykit::ctree_control(minsplit=1, minbucket=1,minprob=0.1,
maxdepth=1))
ctree03##
## Model formula:
## ~Temp_eau_YSI_degC + Oxyg_dissous_YSI_mg_L + Conductivity_microS_cm +
## pH_units + Turbidity_NTU + Colour_TCU + Carbon_Total_Organic_mg_L +
## E.coli_MPN_100.mL + Phosphorus_Total_mg_L + Nitrate_as_N_mg_L +
## (Annee + Mois)
##
## Fitted party:
## [1] root
## | [2] Mois in 07, 08, 09: *
## | [3] Mois in 10, 11: *
##
## Number of inner nodes: 1
## Number of terminal nodes: 2sctest(ctree03)## $`1`
## Annee Mois
## statistic 1.639424e+02 2.340736e+02
## p.value 2.882696e-21 1.414026e-30
##
## $`2`
## NULL
##
## $`3`
## NULL#plot(ctree03)RÉFÉRENCES
# Temp_eau_YSI_degC
# Oxyg_dissous_YSI_mg_L
# Conductivity_microS_cm
# pH_units
# Turbidity_NTU
# Colour_TCU
# Carbon_Total_Organic_mg_L
# E.coli_MPN_100.mL
# Phosphorus_Total_mg_L
# Nitrate_as_N_mg_LLa météo
Graphique pour expliquer la relation des précpitation sur les périodes de chaque année.
#precip_tot_mm
précipitations totale mm jours
precip.tot.2jours
precip.tot.3jours
precip.tot.4jours
precip.tot.5jours
precip.tot.6jours
precip.tot.7jours
precip.tot.14jours
precip.tot.21jours
Graphique pour expliquer la relation des températures sur les périodes des années détudes.
#Variation de la temperature de l’eau sur les deux periodes
Temp_eau_YSI_degC
Tmax2jours
Tmax3jours
Tmax4jours
Tmax5jours
Tmax6jours
Tmax7jours
#Les température minimums
#Tmin2jours
Tmin2jours
Tmin3jours
Tmin4jours
Tmin5jours
Tmin6jours
Tminjours
Les graphiques des précipitations en ensemble
Les graphiques des températures maximale en ensemble
Les graphiques des températures minimales en ensemble
conclusions
La base des données météorologiques est constituée des données de la météo collectés sur la station de Bas-Caraquet et de Barthus. Selon les données de la précipitation, la période 1 à connu moins de pluie par rapport à la période 2 quand ont prends en compte la variabilité de précipitation de 4 jours à 21 jours avant les prélèvements. La précipitation au jours du prélèvement jusqu’au troisièmes jours avant le prélèvement ont connu plus de pluie dans la période 2 par rapport à la période 1. La période 1 malgré les plus faibles précipitations par rapport à la période 2 à connu l’augmentation des températures maximum de 1 à 7 jours avant les prélèvements. La température de l’air (à Bas-Caraquet) durant la période 1 était généralement plus élevé par rapport à la période 2. Elle a moyennement augmenté de 3% du 1 jusqu’au 7ème jours avant le prélèvement.
Mes test
Le test de t
Les précipitations
##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip_tot_mm by Pok2001.2022$Period
## t = 4.9391, df = 100.31, p-value = 3.14e-06
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## 0.9380876 2.1976267
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 2.0250000 0.4571429##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.2jours by Pok2001.2022$Period
## t = 2.0577, df = 142.74, p-value = 0.04144
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## 0.0565769 2.8184231
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 3.8250 2.3875##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.3jours by Pok2001.2022$Period
## t = 2.8997, df = 138.35, p-value = 0.004345
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## 0.6720448 3.5529552
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 4.7750 2.6625##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.4jours by Pok2001.2022$Period
## t = 0.58026, df = 128.5, p-value = 0.5628
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -0.9940593 1.8190593
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 4.7750 4.3625##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.5jours by Pok2001.2022$Period
## t = -0.93118, df = 139.01, p-value = 0.3534
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -2.1863126 0.7863126
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 5.75 6.45##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.6jours by Pok2001.2022$Period
## t = -0.21976, df = 177.62, p-value = 0.8263
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -2.993901 2.393901
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 10.3875 10.6875##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.7jours by Pok2001.2022$Period
## t = -3.3458, df = 188.25, p-value = 0.0009903
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -7.312088 -1.887912
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 11.5375 16.1375##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.14jours by Pok2001.2022$Period
## t = -9.4362, df = 144.41, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -31.73325 -20.74175
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 24.4125 50.6500##
## Welch Two Sample t-test
##
## data: Pok2001.2022$precip.tot.21jours by Pok2001.2022$Period
## t = -5.2009, df = 184.06, p-value = 5.251e-07
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -28.63873 -12.88627
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 45.6500 66.4125Les temptempératures
##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmax2jours by Pok2001.2022$Period
## t = 0.012981, df = 169.25, p-value = 0.9897
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -1.888503 1.913503
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 17.7375 17.7250##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmax3jours by Pok2001.2022$Period
## t = -0.26338, df = 178.2, p-value = 0.7926
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -2.123094 1.623094
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 18.0625 18.3125##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmax4jours by Pok2001.2022$Period
## t = -0.52475, df = 183.97, p-value = 0.6004
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -2.320374 1.345374
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 18.0500 18.5375##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmax5jours by Pok2001.2022$Period
## t = -0.29931, df = 187.8, p-value = 0.765
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -2.087453 1.537453
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 18.0125 18.2875##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmax6jours by Pok2001.2022$Period
## t = -0.69303, df = 188.38, p-value = 0.4891
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -2.355925 1.130925
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 18.0750 18.6875##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmax7jours by Pok2001.2022$Period
## t = -0.84309, df = 186.48, p-value = 0.4003
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -2.3796871 0.9546871
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 18.2875 19.0000##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmin2jours by Pok2001.2022$Period
## t = 1.4477, df = 189.99, p-value = 0.1493
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -0.4123691 2.6873691
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 10.6375 9.5000##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmin3jours by Pok2001.2022$Period
## t = -0.38438, df = 189.8, p-value = 0.7011
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -1.839536 1.239536
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 9.8375 10.1375##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmin4jours by Pok2001.2022$Period
## t = -0.47143, df = 186.06, p-value = 0.6379
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -1.879452 1.154452
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 9.6375 10.0000##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmin5jours by Pok2001.2022$Period
## t = -0.2188, df = 186.43, p-value = 0.827
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -1.627642 1.302642
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 9.7375 9.9000##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmin6jours by Pok2001.2022$Period
## t = -0.20919, df = 189.68, p-value = 0.8345
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -1.564426 1.264426
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 9.9125 10.0625##
## Welch Two Sample t-test
##
## data: Pok2001.2022$Tmin7jours by Pok2001.2022$Period
## t = -0.58282, df = 189.97, p-value = 0.5607
## alternative hypothesis: true difference in means between group 2001-2002 and group 2021-2022 is not equal to 0
## 95 percent confidence interval:
## -1.753793 0.953793
## sample estimates:
## mean in group 2001-2002 mean in group 2021-2022
## 10.025 10.425#Ne compte pas
Somme_ordre_vs_Conductivité_1
#names(Pok2001.2022)
subset(Period1, select=c(Station2, Date, pctSomme_ordre_1.5,Conductivity_microS_cm))## Station2 Date pctSomme_ordre_1.5 Conductivity_microS_cm
## 1 br. sud amont 01 2001-08-01 1214.4196 171.0
## 2 Morrison 06 2001-08-01 726.6667 114.0
## 3 Malt 11 2001-08-01 1116.1031 108.0
## 4 Suggary 02 2001-08-01 1205.3719 118.0
## 5 Waugh sanct. 07 2001-08-01 864.2857 133.0
## 6 Dempsey 12 2001-08-01 1127.0691 128.0
## 7 Branche sud aval 03 2001-08-01 1138.6319 115.0
## 8 Sewell 08 2001-08-01 1170.8108 134.0
## 9 Pok amont 04 2001-08-01 653.2751 56.6
## 10 Trout Val-Doucet 09 2001-08-01 1092.5472 106.0
## 11 McConnell Six Rd 05 2001-08-01 985.1521 100.0
## 12 Pollard 10 2001-08-01 1110.4258 156.0
## 13 Trout Val-Doucet 09 2001-08-28 1092.5472 105.0
## 14 Pollard 10 2001-08-28 1110.4258 162.0
## 15 br. sud amont 01 2001-08-28 1214.4196 177.0
## 16 Morrison 06 2001-08-28 726.6667 115.0
## 17 Malt 11 2001-08-28 1116.1031 90.3
## 18 Suggary 02 2001-08-28 1205.3719 119.0
## 19 Waugh sanct. 07 2001-08-28 864.2857 132.0
## 20 Dempsey 12 2001-08-28 1127.0691 129.0
## 21 Branche sud aval 03 2001-08-28 1138.6319 113.0
## 22 Sewell 08 2001-08-28 1170.8108 150.0
## 23 Pok amont 04 2001-08-28 653.2751 60.0
## 24 McConnell Six Rd 05 2001-08-28 985.1521 112.0
## 25 Pok amont 04 2001-09-26 653.2751 72.1
## 26 Trout Val-Doucet 09 2001-09-26 1092.5472 115.0
## 27 McConnell Six Rd 05 2001-09-26 985.1521 111.0
## 28 Pollard 10 2001-09-26 1110.4258 153.5
## 29 br. sud amont 01 2001-09-26 1214.4196 158.0
## 30 Morrison 06 2001-09-26 726.6667 117.0
## 31 Malt 11 2001-09-26 1116.1031 97.7
## 32 Suggary 02 2001-09-26 1205.3719 139.0
## 33 Waugh sanct. 07 2001-09-26 864.2857 136.0
## 34 Dempsey 12 2001-09-26 1127.0691 137.0
## 35 Branche sud aval 03 2001-09-26 1138.6319 123.0
## 36 Sewell 08 2001-09-26 1170.8108 173.0
## 37 Sewell 08 2001-10-31 1170.8108 111.0
## 38 Pok amont 04 2001-10-31 653.2751 68.3
## 39 Trout Val-Doucet 09 2001-10-31 1092.5472 112.0
## 40 Morrison 06 2001-10-31 726.6667 123.0
## 41 McConnell Six Rd 05 2001-10-31 985.1521 87.2
## 42 Pollard 10 2001-10-31 1110.4258 164.0
## 43 br. sud amont 01 2001-10-31 1214.4196 162.0
## 44 Dempsey 12 2001-10-31 1127.0691 128.0
## 45 Malt 11 2001-10-31 1116.1031 98.8
## 46 Suggary 02 2001-10-31 1205.3719 120.0
## 47 Waugh sanct. 07 2001-10-31 864.2857 102.0
## 48 Branche sud aval 03 2001-10-31 1138.6319 115.0
## 49 Trout Val-Doucet 09 2002-07-29 1092.5472 112.0
## 50 Branche sud aval 03 2002-07-29 1138.6319 116.0
## 51 Sewell 08 2002-07-29 1170.8108 139.0
## 52 Pok amont 04 2002-07-29 653.2751 57.1
## 53 br. sud amont 01 2002-07-29 1214.4196 148.0
## 54 Morrison 06 2002-07-29 726.6667 123.0
## 55 McConnell Six Rd 05 2002-07-29 985.1521 105.0
## 56 Pollard 10 2002-07-29 1110.4258 162.0
## 57 Waugh sanct. 07 2002-07-29 864.2857 133.0
## 58 Dempsey 12 2002-07-29 1127.0691 143.0
## 59 Malt 11 2002-07-29 1116.1031 96.6
## 60 Suggary 02 2002-07-29 1205.3719 110.0
## 61 Pok amont 04 2002-08-28 653.2751 60.3
## 62 Trout Val-Doucet 09 2002-08-28 1092.5472 115.0
## 63 Dempsey 12 2002-08-28 1127.0691 144.0
## 64 Branche sud aval 03 2002-08-28 1138.6319 121.0
## 65 Sewell 08 2002-08-28 1170.8108 168.0
## 66 Pollard 10 2002-08-28 1110.4258 164.0
## 67 br. sud amont 01 2002-08-28 1214.4196 185.0
## 68 Morrison 06 2002-08-28 726.6667 125.0
## 69 McConnell Six Rd 05 2002-08-28 985.1521 111.0
## 70 Suggary 02 2002-08-28 1205.3719 110.5
## 71 Waugh sanct. 07 2002-08-28 864.2857 135.0
## 72 Malt 11 2002-08-28 1116.1031 101.0
## 73 Trout Val-Doucet 09 2002-10-02 1092.5472 120.0
## 74 Sewell 08 2002-10-02 1170.8108 158.0
## 75 Pok amont 04 2002-10-02 653.2751 69.4
## 76 Waugh sanct. 07 2002-10-02 864.2857 148.0
## 77 Dempsey 12 2002-10-02 1127.0691 145.0
## 78 Branche sud aval 03 2002-10-02 1138.6319 126.0
## 79 McConnell Six Rd 05 2002-10-02 985.1521 108.0
## 80 Pollard 10 2002-10-02 1110.4258 176.0
## 81 br. sud amont 01 2002-10-02 1214.4196 194.0
## 82 Morrison 06 2002-10-02 726.6667 128.0
## 83 Malt 11 2002-10-02 1116.1031 106.0
## 84 Suggary 02 2002-10-02 1205.3719 114.0
## 85 Pok amont 04 2002-10-31 653.2751 70.9
## 86 Trout Val-Doucet 09 2002-10-31 1092.5472 122.0
## 87 Branche sud aval 03 2002-10-31 1138.6319 126.0
## 88 Sewell 08 2002-10-31 1170.8108 120.0
## 89 Suggary 02 2002-10-31 1205.3719 118.0
## 90 Waugh sanct. 07 2002-10-31 864.2857 129.0
## 91 Dempsey 12 2002-10-31 1127.0691 141.0
## 92 Morrison 06 2002-10-31 726.6667 130.0
## 93 McConnell Six Rd 05 2002-10-31 985.1521 103.0
## 94 Pollard 10 2002-10-31 1110.4258 176.0
## 95 br. sud amont 01 2002-10-31 1214.4196 175.5
## 96 Malt 11 2002-10-31 1116.1031 107.0ggplot() +
geom_point(data=Period1, aes(x=pctSomme_ordre_1.5, y=Conductivity_microS_cm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=pctSomme_ordre_1.5, y=Conductivity_microS_cm),
method=lm, se=FALSE, color="red") +
scale_color_manual(name="",
values=c("P1"="red"),
breaks=c("P1")) +
scale_shape_manual(name="",
values=c("P1"=1),
breaks=c("P1")) +
labs(title="Relation entre la Conductivité et la sommes des ordres",
x=" Sommes des ordres (Ordre des ruisseaux du sous bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
#Correlation entre Conductivité et pluies
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Conductivity_microS_cm))
#subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Conductivity_microS_cm))
ggplot() +
geom_point(data=Period1, aes(x=Conductivity_microS_cm, y=precip_tot_mm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=Conductivity_microS_cm, y=precip_tot_mm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=Conductivity_microS_cm, y=precip_tot_mm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=Conductivity_microS_cm, y=precip_tot_mm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 12 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 12 rows containing missing values or values outside the scale range
## (`geom_point()`).
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Conductivity_microS_cm))
#subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Conductivity_microS_cm))
ggplot() +
geom_point(data=Period1, aes(x=Conductivity_microS_cm, y=Temp_eau_YSI_degC,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=Conductivity_microS_cm, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=Conductivity_microS_cm, y=Temp_eau_YSI_degC,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=Conductivity_microS_cm, y=Temp_eau_YSI_degC),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing non-finite outside the scale range
## (`stat_smooth()`).## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
#names(Pok2001.2022)
#subset(Period1, select=c(Station2, Date, pctIND_supdrainee_1990,Conductivity_microS_cm))
#subset(Period2, select=c(Station2, Date, pctIND_supdrainee_2020,Conductivity_microS_cm))
ggplot() +
geom_point(data=Period1, aes(x=Carbon_Total_Organic_mg_L, y=precip_tot_mm,
color="P1", shape="P1")) +
geom_smooth(data=Period1, aes(x=Carbon_Total_Organic_mg_L, y=precip_tot_mm),
method=lm, se=FALSE, color="red") +
geom_point(data=Period2, aes(x=Carbon_Total_Organic_mg_L, y=precip_tot_mm,
color="P2", shape="P2")) +
geom_smooth(data=Period2, aes(x=Carbon_Total_Organic_mg_L, y=precip_tot_mm),
method=lm, se=FALSE, color="blue") +
scale_color_manual(name="",
values=c("P1"="red", "P2"="blue"),
breaks=c("P1","P2")) +
scale_shape_manual(name="",
values=c("P1"=1, "P2"=2),
breaks=c("P1","P2")) +
labs(title="Relation entre la conductivité et la Zone industriel",
x=" Zone industriel (fraction de la superficie du bassin)",
y="Conductivity_microS_cm") +
theme_bw()## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 12 rows containing non-finite outside the scale range
## (`stat_smooth()`).## Warning: Removed 12 rows containing missing values or values outside the scale range
## (`geom_point()`).